<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article SYSTEM "http://jats.nlm.nih.gov/archiving/1.2/JATS-archivearticle1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.2" article-type="research-article" xml:lang="en"><?properties open_access?><front><journal-meta><journal-id journal-id-type="publisher-id">220</journal-id><journal-id journal-id-type="doi">10.1007/220.1432-0916</journal-id><journal-title-group><journal-title>Communications in Mathematical Physics</journal-title><abbrev-journal-title abbrev-type="publisher">Commun. Math. Phys.</abbrev-journal-title></journal-title-group><issn pub-type="ppub">0010-3616</issn><issn pub-type="epub">1432-0916</issn><publisher><publisher-name>Springer Berlin Heidelberg</publisher-name><publisher-loc>Berlin/Heidelberg</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">s00220-019-03487-4</article-id><article-id pub-id-type="manuscript">3487</article-id><article-id pub-id-type="doi">10.1007/s00220-019-03487-4</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">The Fractal Dimension of Liouville Quantum Gravity: Universality, Monotonicity, and Bounds</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Ding</surname><given-names>Jian</given-names></name><xref ref-type="aff" rid="Aff1">1</xref></contrib><contrib contrib-type="author" corresp="yes"><name><surname>Gwynne</surname><given-names>Ewain</given-names></name><xref ref-type="aff" rid="Aff2">2</xref><xref ref-type="corresp" rid="IDs00220019034874_cor2">b</xref></contrib><aff id="Aff1"><label>1</label><institution-wrap><institution-id institution-id-type="GRID">grid.25879.31</institution-id><institution-id institution-id-type="ISNI">0000 0004 1936 8972</institution-id><institution content-type="org-name">University of Pennsylvania</institution></institution-wrap><addr-line content-type="city">Philadelphia</addr-line><country country="US">USA</country></aff><aff id="Aff2"><label>2</label><institution-wrap><institution-id institution-id-type="GRID">grid.5335.0</institution-id><institution-id institution-id-type="ISNI">0000000121885934</institution-id><institution content-type="org-name">University of Cambridge</institution></institution-wrap><addr-line content-type="city">Cambridge</addr-line><country country="GB">UK</country></aff></contrib-group><author-notes><p>Communicated by H. Duminil-Copin</p><corresp id="IDs00220019034874_cor2"><label>b</label><email>eg558@cam.ac.uk</email></corresp></author-notes><pub-date date-type="epub"><day>26</day><month>6</month><year>2019</year></pub-date><pub-date date-type="ppub"><month>3</month><year>2020</year></pub-date><volume>374</volume><issue seq="15">3</issue><fpage>1877</fpage><lpage>1934</lpage><history><date date-type="registration"><day>13</day><month>6</month><year>2019</year></date><date date-type="received"><day>9</day><month>11</month><year>2018</year></date><date date-type="accepted"><day>22</day><month>4</month><year>2019</year></date><date date-type="online"><day>26</day><month>6</month><year>2019</year></date></history><permissions><copyright-statement>© The Author(s) 2019</copyright-statement><copyright-year>2019</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><license-p><bold>Open Access</bold>This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p></license></permissions><abstract id="Abs1" xml:lang="en"><title>Abstract</title><p id="Par1">We prove that for each <inline-formula id="IEq1"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1.gif"/></alternatives></inline-formula>, there is an exponent <inline-formula id="IEq2"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq2_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma &gt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2.gif"/></alternatives></inline-formula>, the “fractal dimension of <inline-formula id="IEq3"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq3_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq3.gif"/></alternatives></inline-formula>-Liouville quantum gravity (LQG)”, which describes the ball volume growth exponent for certain random planar maps in the<inline-formula id="IEq4"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq4_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq4.gif"/></alternatives></inline-formula>-LQG universality class, the exponent for the Liouville heat kernel, and exponents for various continuum approximations of <inline-formula id="IEq5"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq5_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq5.gif"/></alternatives></inline-formula>-LQG distances such as Liouville graph distance and Liouville first passage percolation. We also show that <inline-formula id="IEq6"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq6_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq6.gif"/></alternatives></inline-formula> is a continuous, strictly increasing function of <inline-formula id="IEq7"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq7_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq7.gif"/></alternatives></inline-formula> and prove upper and lower bounds for <inline-formula id="IEq8"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq8_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq8.gif"/></alternatives></inline-formula> which in some cases greatly improve on previously known bounds for the aforementioned exponents. For example, for <inline-formula id="IEq9"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq9_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma =\sqrt{2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq9.gif"/></alternatives></inline-formula> (which corresponds to spanning-tree weighted planar maps) our bounds give <inline-formula id="IEq10"><alternatives><mml:math><mml:mrow><mml:mn>3.4641</mml:mn><mml:mo>≤</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:msub><mml:mo>≤</mml:mo><mml:mn>3.63299</mml:mn></mml:mrow></mml:math><tex-math id="IEq10_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$3.4641 \le d_{\sqrt{2}} \le 3.63299$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq10.gif"/></alternatives></inline-formula> and in the limiting case we get <inline-formula id="IEq11"><alternatives><mml:math><mml:mrow><mml:mn>4.77485</mml:mn><mml:mo>≤</mml:mo><mml:msub><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:msup></mml:mrow></mml:msub><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mn>4.89898</mml:mn></mml:mrow></mml:math><tex-math id="IEq11_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$4.77485 \le \lim _{\gamma \rightarrow 2^-} d_\gamma \le 4.89898$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq11.gif"/></alternatives></inline-formula>.
</p></abstract><funding-group><award-group><funding-source><institution-wrap><institution>National Science Foundation</institution><institution-id institution-id-type="doi" vocab="open-funder-registry">http://dx.doi.org/10.13039/100000001</institution-id></institution-wrap></funding-source><award-id award-type="FundRef grant">DMS1757479</award-id><principal-award-recipient><name><surname>Ding</surname><given-names>Jian</given-names></name></principal-award-recipient></award-group><award-group><funding-source><institution-wrap><institution>Alfred P. Sloan Foundation</institution><institution-id institution-id-type="doi" vocab="open-funder-registry">http://dx.doi.org/10.13039/100000879</institution-id></institution-wrap></funding-source><award-id award-type="FundRef grant">N/A</award-id><principal-award-recipient><name><surname>Ding</surname><given-names>Jian</given-names></name></principal-award-recipient></award-group></funding-group><custom-meta-group><custom-meta><meta-name>publisher-imprint-name</meta-name><meta-value>Springer</meta-value></custom-meta><custom-meta><meta-name>volume-issue-count</meta-name><meta-value>3</meta-value></custom-meta><custom-meta><meta-name>issue-article-count</meta-name><meta-value>20</meta-value></custom-meta><custom-meta><meta-name>issue-toc-levels</meta-name><meta-value>0</meta-value></custom-meta><custom-meta><meta-name>issue-pricelist-year</meta-name><meta-value>2020</meta-value></custom-meta><custom-meta><meta-name>issue-copyright-holder</meta-name><meta-value>Springer-Verlag GmbH Germany, 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Mathematical and Computational Physics</meta-value></custom-meta><custom-meta><meta-name>journal-subject-secondary</meta-name><meta-value>Mathematical Physics</meta-value></custom-meta><custom-meta><meta-name>journal-subject-secondary</meta-name><meta-value>Quantum Physics</meta-value></custom-meta><custom-meta><meta-name>journal-subject-secondary</meta-name><meta-value>Complex Systems</meta-value></custom-meta><custom-meta><meta-name>journal-subject-secondary</meta-name><meta-value>Classical and Quantum Gravitation, Relativity Theory</meta-value></custom-meta><custom-meta><meta-name>journal-subject-collection</meta-name><meta-value>Physics and Astronomy</meta-value></custom-meta><custom-meta><meta-name>open-access</meta-name><meta-value>true</meta-value></custom-meta></custom-meta-group></article-meta></front><body><sec id="Sec1"><title>Introduction</title><sec id="Sec2"><title>Overview</title><sec><p id="Par2">Let <inline-formula id="IEq12"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">D</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq12_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {D}}\subset \mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq12.gif"/></alternatives></inline-formula> be a simply connected domain and let <italic>h</italic> be some variant of the Gaussian free field (GFF) on <inline-formula id="IEq13"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq13_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq13.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq14"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq14_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq14.gif"/></alternatives></inline-formula>, the <inline-formula id="IEq15"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq15_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq15.gif"/></alternatives></inline-formula><italic>-Liouville quantum gravity (LQG)</italic> surface parametrized by <inline-formula id="IEq16"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq16_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq16.gif"/></alternatives></inline-formula> is, heuristically speaking, the random two-dimensional Riemannian manifold parametrized by <inline-formula id="IEq17"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq17_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq17.gif"/></alternatives></inline-formula> with Riemannian metric tensor <inline-formula id="IEq18"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>d</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mi>d</mml:mi><mml:msup><mml:mi>y</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq18_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$e^{\gamma h} \, (dx^2 + dy^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq18.gif"/></alternatives></inline-formula>, where <inline-formula id="IEq19"><alternatives><mml:math><mml:mrow><mml:mi>d</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mi>d</mml:mi><mml:msup><mml:mi>y</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq19_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$dx^2 + dy^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq19.gif"/></alternatives></inline-formula> denotes the Euclidean metric tensor. The parameter <inline-formula id="IEq20"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq20_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq20.gif"/></alternatives></inline-formula> controls the “roughness” of the surface, in the sense that it should in some ways behave more a smooth Euclidean surface the closer <inline-formula id="IEq21"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq21_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq21.gif"/></alternatives></inline-formula> is to zero.</p></sec><sec><p id="Par3">LQG surfaces were first introduced in the physics literature by Polyakov [<xref ref-type="bibr" rid="CR63">Pol81a</xref>, <xref ref-type="bibr" rid="CR64">Pol81b</xref>] in the context of string theory. Such surfaces are expected to describe the scaling limits of <italic>random planar maps</italic>—random graphs embedded in the plane in such a way that no two edges cross, viewed modulo orientation-preserving homeomorphisms. The case when <inline-formula id="IEq22"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq22_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma = \sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq22.gif"/></alternatives></inline-formula> (sometimes called “pure gravity”) corresponds to uniform random planar maps (including uniform triangulations, quadrangulations, etc.) and other values of <inline-formula id="IEq23"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq23_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq23.gif"/></alternatives></inline-formula> correspond to random planar maps sampled with probability proportional to a <inline-formula id="IEq24"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq24_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq24.gif"/></alternatives></inline-formula>-dependent statistical mechanics model, e.g., the uniform spanning tree (<inline-formula id="IEq25"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq25_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma =\sqrt{2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq25.gif"/></alternatives></inline-formula>), a bipolar orientation on the edges (<inline-formula id="IEq26"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>4</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq26_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma = \sqrt{4/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq26.gif"/></alternatives></inline-formula>), or the Ising model (<inline-formula id="IEq27"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mn>3</mml:mn></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq27_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma =\sqrt{3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq27.gif"/></alternatives></inline-formula>).</p></sec><sec><p id="Par4">The above definition of a LQG surface does not make literal sense since the GFF <italic>h</italic> is a random generalized function (distribution), so does not have well-defined pointwise values and hence cannot be exponentiated. However, one can make rigorous sense of certain objects associated with <inline-formula id="IEq28"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq28_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq28.gif"/></alternatives></inline-formula>-LQG surfaces via regularization procedures. The first such object to be constructed is the <inline-formula id="IEq29"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq29_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq29.gif"/></alternatives></inline-formula><italic>-LQG area measure</italic><inline-formula id="IEq30"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq30_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq30.gif"/></alternatives></inline-formula> associated with <italic>h</italic>, which is the a.s. weak limit of certain regularized versions of <inline-formula id="IEq31"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:mi>h</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math><tex-math id="IEq31_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$e^{\gamma h(z)} \,dz$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq31.gif"/></alternatives></inline-formula>, where <italic>dz</italic> denotes Lebesgue measure. This measure has been constructed in various equivalent ways in works by Kahane [<xref ref-type="bibr" rid="CR48">Kah85</xref>], Duplantier and Sheffield [<xref ref-type="bibr" rid="CR25">DS11</xref>], Rhodes and Vargas [<xref ref-type="bibr" rid="CR68">RV14a</xref>], and others. The construction of <inline-formula id="IEq32"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq32_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq32.gif"/></alternatives></inline-formula> is a special case of the theory of <italic>Gaussian multiplicative chaos</italic>; see [<xref ref-type="bibr" rid="CR68">RV14a</xref>, <xref ref-type="bibr" rid="CR12">Ber17</xref>] for overviews of this theory. For certain particular choices of <italic>h</italic>,<xref ref-type="fn" rid="Fn1">1</xref> the measure <inline-formula id="IEq34"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq34_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq34.gif"/></alternatives></inline-formula> is conjectured (and in some cases proven [<xref ref-type="bibr" rid="CR40">GMS17</xref>]) to describe the scaling limit of counting measure on the vertices of random planar maps embedded into the plane (e.g., via circle packing or harmonic embedding). See [<xref ref-type="bibr" rid="CR25">DS11</xref>, <xref ref-type="bibr" rid="CR73">She16a</xref>, <xref ref-type="bibr" rid="CR22">DKRV16</xref>, <xref ref-type="bibr" rid="CR17">Cur15</xref>] for conjectures of this type.
</p></sec><sec><p id="Par6">It is expected that a <inline-formula id="IEq35"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq35_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq35.gif"/></alternatives></inline-formula>-LQG surface also gives rise to a random metric on the domain <inline-formula id="IEq36"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq36_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq36.gif"/></alternatives></inline-formula>, which describes the Gromov–Hausdorff limit of random planar maps equipped with the graph distance. So far, such a metric has only been constructed in the special case when <inline-formula id="IEq37"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq37_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma =\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq37.gif"/></alternatives></inline-formula> in a series of works by Miller and Sheffield [<xref ref-type="bibr" rid="CR57">MS15</xref>, <xref ref-type="bibr" rid="CR58">MS16a</xref>, <xref ref-type="bibr" rid="CR59">MS16b</xref>]. In this case, the <inline-formula id="IEq38"><alternatives><mml:math><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:math><tex-math id="IEq38_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq38.gif"/></alternatives></inline-formula>-LQG metric induces the same topology as the Euclidean metric but has Hausdorff dimension 4. A certain special <inline-formula id="IEq39"><alternatives><mml:math><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:math><tex-math id="IEq39_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq39.gif"/></alternatives></inline-formula>-LQG surface called the <italic>quantum sphere</italic> is isometric to the <italic>Brownian map</italic>, a random metric space which arises as the scaling limit of uniform random planar maps [<xref ref-type="bibr" rid="CR52">Le 13</xref>, <xref ref-type="bibr" rid="CR55">Mie13</xref>].</p></sec><sec><p id="Par7">For <inline-formula id="IEq40"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>≠</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq40_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \not =\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq40.gif"/></alternatives></inline-formula>, the metric structure of <inline-formula id="IEq41"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq41_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq41.gif"/></alternatives></inline-formula>-LQG remains rather mysterious. Indeed, understanding this metric structure is arguably the most important problem in the theory of LQG. For <inline-formula id="IEq42"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>≠</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq42_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \not =\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq42.gif"/></alternatives></inline-formula>, a metric on <inline-formula id="IEq43"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq43_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq43.gif"/></alternatives></inline-formula>-LQG has not been constructed, and the basic properties which the conjectural metric should satisfy — such as its Hausdorff dimension — are not known, even at a heuristic level. Nevertheless, there are a number of natural approximate random metrics which are expected to be related to the conjectural <inline-formula id="IEq44"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq44_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq44.gif"/></alternatives></inline-formula>-LQG metric in some sense, so one can build an understanding of “distances in <inline-formula id="IEq45"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq45_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq45.gif"/></alternatives></inline-formula>-LQG” without rigorously constructing a metric.<list list-type="bullet"><list-item><p id="Par8"><bold>Random planar maps,</bold> such as planar maps weighted by statistical mechanics models, as discussed above, or <italic>mated-CRT maps</italic> as studied in [<xref ref-type="bibr" rid="CR38">GHS19</xref>, <xref ref-type="bibr" rid="CR40">GMS17</xref>].</p></list-item><list-item><p id="Par9"><bold>Liouville graph distance.</bold> For <inline-formula id="IEq46"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq46_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$z,w\in {\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq46.gif"/></alternatives></inline-formula> and <inline-formula id="IEq47"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq47_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq47.gif"/></alternatives></inline-formula>, define the distance <inline-formula id="IEq48"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq48_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$ D_h^{\gamma ,\epsilon }(z,w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq48.gif"/></alternatives></inline-formula> to be the smallest <inline-formula id="IEq49"><alternatives><mml:math><mml:mrow><mml:mi>N</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq49_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$N\in \mathbbm {N}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq49.gif"/></alternatives></inline-formula> for which there exists a continuous path from <italic>z</italic> to <italic>w</italic> in <inline-formula id="IEq50"><alternatives><mml:math><mml:mover><mml:mi mathvariant="script">D</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq50_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\overline{{\mathcal {D}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq50.gif"/></alternatives></inline-formula> which can be covered by <italic>N</italic> Euclidean balls of <inline-formula id="IEq51"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq51_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq51.gif"/></alternatives></inline-formula>-LQG mass<xref ref-type="fn" rid="Fn2">2</xref> at most <inline-formula id="IEq56"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq56_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq56.gif"/></alternatives></inline-formula> with respect to <italic>h</italic>.</p></list-item><list-item><p id="Par11"><bold>Liouville first passage percolation (LFPP).</bold> For <inline-formula id="IEq57"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq57_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\xi &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq57.gif"/></alternatives></inline-formula>, <inline-formula id="IEq58"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq58_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$z,w\in {\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq58.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq59"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq59_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq59.gif"/></alternatives></inline-formula> define the distance <inline-formula id="IEq60"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq60_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$D_{h,{ \textsc {LFPP} }}^{\xi ,\delta }(z,w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq60.gif"/></alternatives></inline-formula> with parameter <inline-formula id="IEq61"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq61_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq61.gif"/></alternatives></inline-formula> to be the infimum over all piecewise continuously differentiable paths <inline-formula id="IEq62"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mover><mml:mi mathvariant="script">D</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq62_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$P : [0,T] \rightarrow \overline{{\mathcal {D}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq62.gif"/></alternatives></inline-formula> of the quantity <inline-formula id="IEq63"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math><tex-math id="IEq63_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\int _0^T e^{\xi h_\delta (P(t))} |P'(t)| \,dt$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq63.gif"/></alternatives></inline-formula>, where <inline-formula id="IEq64"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq64_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$h_\delta (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq64.gif"/></alternatives></inline-formula> denotes the circle average of <italic>h</italic> over <inline-formula id="IEq65"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq65_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\partial B_\delta (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq65.gif"/></alternatives></inline-formula> (as defined in [<xref ref-type="bibr" rid="CR25">DS11</xref>, Section 3.1]).</p></list-item><list-item><p id="Par12">Various constructions using the so-called <bold>Liouville heat kernel</bold>, as defined in [<xref ref-type="bibr" rid="CR44">GRV14</xref>], which is the heat kernel for <italic>Liouville Brownian motion</italic> [<xref ref-type="bibr" rid="CR11">Ber15</xref>, <xref ref-type="bibr" rid="CR45">GRV16a</xref>].</p></list-item></list>We will sometimes drop the superscript <inline-formula id="IEq66"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq66_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq66.gif"/></alternatives></inline-formula> or <inline-formula id="IEq67"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq67_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq67.gif"/></alternatives></inline-formula> in the notation for Liouville graph distance and LFPP when it is clear from the context.</p></sec><sec><p id="Par13">The above objects are defined in very different ways and it is not priori clear that they have any direct connection to each other. The goal of this paper is to show that there is a single exponent <inline-formula id="IEq68"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq68_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma &gt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq68.gif"/></alternatives></inline-formula>, which we expect to be equal to the Hausdorff dimension of the conjectural <inline-formula id="IEq69"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq69_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq69.gif"/></alternatives></inline-formula>-LQG metric, and which describes distances in all four of the above settings. Using the relationships between the exponents for the different models, we will also prove that <inline-formula id="IEq70"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq70_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \mapsto d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq70.gif"/></alternatives></inline-formula> is a continuous, strictly increasing function of <inline-formula id="IEq71"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq71_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq71.gif"/></alternatives></inline-formula> and prove new upper and lower bounds for <inline-formula id="IEq72"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq72_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq72.gif"/></alternatives></inline-formula> which (except for small values of <inline-formula id="IEq73"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq73_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq73.gif"/></alternatives></inline-formula>) greatly improve on previously known bounds in the above settings (see Theorem <xref rid="FPar2" ref-type="">1.2</xref> and Fig. <xref rid="Fig1" ref-type="fig">1</xref> and Table <xref rid="Tab1" ref-type="table">1</xref>).</p></sec><sec><p id="Par14">One can interpret our results as saying that even though we do not yet have a way to endow a <inline-formula id="IEq74"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq74_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq74.gif"/></alternatives></inline-formula>-LQG surface with a metric, the fractal dimension of <inline-formula id="IEq75"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq75_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq75.gif"/></alternatives></inline-formula>-LQG is well-defined in the sense that in each of the above settings, one has a notion of “fractal dimension” and these notions all agree with one another. See Sect. <xref rid="Sec6" ref-type="sec">1.5</xref> for some additional quantities which we expect can be described in terms of <inline-formula id="IEq76"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq76_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq76.gif"/></alternatives></inline-formula>, but which we do not treat in this paper.</p></sec><sec><p id="Par15">The starting point of our analysis is a result of Ding, Zeitouni, and Zhang [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Theorem 1.1] which shows the existence of a <inline-formula id="IEq77"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq77_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq77.gif"/></alternatives></inline-formula>-dependent exponent which describes certain quantities related to Liouville graph distance and to the Liouville heat kernel. This exponent is called <inline-formula id="IEq78"><alternatives><mml:math><mml:mi>χ</mml:mi></mml:math><tex-math id="IEq78_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\chi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq78.gif"/></alternatives></inline-formula> in [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>]. We set <inline-formula id="IEq79"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>χ</mml:mi></mml:mrow></mml:math><tex-math id="IEq79_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma := 2/\chi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq79.gif"/></alternatives></inline-formula>. We also emphasize that some estimates in this paper differ by a factor of 2 from estimates in [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>] since the latter paper defines Liouville graph distance in terms of balls of mass <inline-formula id="IEq80"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq80_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq80.gif"/></alternatives></inline-formula> instead of balls of mass <inline-formula id="IEq81"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq81_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq81.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar1"><title>Theorem 1.1</title><p id="Par16">( [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>]). For each <inline-formula id="IEq82"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq82_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq82.gif"/></alternatives></inline-formula>, there exists <inline-formula id="IEq83"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq83_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$d_\gamma &gt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq83.gif"/></alternatives></inline-formula> (the <italic>fractal dimension of</italic><inline-formula id="IEq84"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq84_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq84.gif"/></alternatives></inline-formula><italic>-Liouville quantum gravity</italic>) such that the following is true. Let <inline-formula id="IEq85"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq85_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$\mathbbm {S} = [0,1]^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq85.gif"/></alternatives></inline-formula> be the unit square and let <inline-formula id="IEq86"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi mathvariant="double-struck">S</mml:mi></mml:msup></mml:math><tex-math id="IEq86_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$h^{\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq86.gif"/></alternatives></inline-formula> be a zero-boundary Gaussian free field on <inline-formula id="IEq87"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq87_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mathbbm {S}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq87.gif"/></alternatives></inline-formula>. For any two distinct points <italic>z</italic> and <italic>w</italic> in the interior of <inline-formula id="IEq88"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq88_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mathbbm {S}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq88.gif"/></alternatives></inline-formula>, almost surely the <inline-formula id="IEq89"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq89_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq89.gif"/></alternatives></inline-formula>-Liouville graph distance satisfies<disp-formula id="Equ1"><label>1.1</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:mfrac><mml:mrow><mml:mo>log</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi mathvariant="double-struck">S</mml:mi></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mfenced></mml:mrow><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ1_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} \lim _{\epsilon \rightarrow 0} \frac{ \log D_{h^{\mathbbm {S}}}^\epsilon \left( z , w \right) }{ \log \epsilon ^{-1} } = \frac{1}{d_\gamma } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ1.gif" position="anchor"/></alternatives></disp-formula>Furthermore, for each <inline-formula id="IEq90"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq90_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\zeta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq90.gif"/></alternatives></inline-formula> there a.s. exists a random <inline-formula id="IEq91"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>=</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ζ</mml:mi><mml:mo>,</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq91_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$C = C(z,w,\zeta ,\gamma ) &gt; 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq91.gif"/></alternatives></inline-formula> such that the <inline-formula id="IEq92"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq92_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq92.gif"/></alternatives></inline-formula>-Liouville heat kernel satisfies<disp-formula id="Equ2"><label>1.2</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:msup><mml:mi>t</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi mathvariant="sans-serif">p</mml:mi><mml:mi>t</mml:mi><mml:mi>γ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>C</mml:mi><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:msup><mml:mi>t</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>t</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ2_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} C^{-1} \exp \left( - t^{-\frac{1 }{ d_\gamma -1} -\zeta } \right) \le {\mathsf {p}}_t^\gamma (z,w) \le C \exp \left( - t^{-\frac{1 }{ d_\gamma -1} + \zeta } \right) ,\quad \forall t &gt; 0 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ2.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par17">We will not directly use the Liouville heat kernel, so we do not say anything further about it here and instead refer the interested reader to [<xref ref-type="bibr" rid="CR44">GRV14</xref>, <xref ref-type="bibr" rid="CR56">MRVZ16</xref>, <xref ref-type="bibr" rid="CR4">AK16</xref>, <xref ref-type="bibr" rid="CR30">DZZ18a</xref>] for additional background.</p></sec><sec><p id="Par18">The main contributions of the present paper are to prove monotonicity and bounds for the exponent <inline-formula id="IEq93"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq93_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq93.gif"/></alternatives></inline-formula> of Theorem <xref rid="FPar1" ref-type="">1.1</xref> and to prove that this exponent also describes distances with respect to LFPP and in certain random planar maps.</p></sec></sec><sec id="Sec3"><title>Main results</title><sec><p id="Par19">Let <inline-formula id="IEq94"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq94_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq94.gif"/></alternatives></inline-formula> be as in Theorem <xref rid="FPar1" ref-type="">1.1</xref>. We first record the properties which we prove are satisfied by <inline-formula id="IEq95"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq95_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq95.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar2"><title>Theorem 1.2</title><p id="Par20">(Monotonicity and bounds for <inline-formula id="IEq96"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq96_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq96.gif"/></alternatives></inline-formula>). The fractal dimension <inline-formula id="IEq97"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq97_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq97.gif"/></alternatives></inline-formula> is a strictly increasing, locally Lipschitz continuous function of <inline-formula id="IEq98"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq98_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq98.gif"/></alternatives></inline-formula> and satisfies<disp-formula id="Equ3"><label>1.3</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:munder><mml:mi>d</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>γ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mover><mml:mi>d</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ3_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} \underline{d}_\gamma \le d_\gamma \le \overline{d}_\gamma \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ3.gif" position="anchor"/></alternatives></disp-formula>for<disp-formula id="Equ4"><label>1.4</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:munder><mml:mi>d</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>γ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mfenced open="{"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:msqrt><mml:mn>6</mml:mn></mml:msqrt><mml:mi>γ</mml:mi><mml:mo>,</mml:mo><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mrow><mml:mn>4</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msqrt><mml:mrow><mml:mn>16</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>4</mml:mn></mml:msup></mml:mrow></mml:msqrt></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mrow/><mml:mi>γ</mml:mi><mml:mo>≤</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mrow/><mml:mfrac><mml:mn>1</mml:mn><mml:mn>3</mml:mn></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>4</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msqrt><mml:mrow><mml:mn>16</mml:mn><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>4</mml:mn></mml:msup></mml:mrow></mml:msqrt></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mrow/><mml:mi>γ</mml:mi><mml:mo>≥</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ4_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} \underline{d}_\gamma := {\left\{ \begin{array}{ll} \max \left\{ \sqrt{6} \gamma , \frac{2\gamma ^2}{4+\gamma ^2-\sqrt{16 +\gamma ^4}} \right\} ,\quad &amp;{}\gamma \le \sqrt{8/3} \\ \frac{1}{3} \left( 4 + \gamma ^2 +\sqrt{16 + 2 \gamma ^2 + \gamma ^4} \right) ,\quad &amp;{}\gamma \ge \sqrt{8/3} \end{array}\right. } \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ4.gif" position="anchor"/></alternatives></disp-formula>and<disp-formula id="Equ5"><label>1.5</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mover><mml:mi>d</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>γ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mfenced open="{"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mo movablelimits="true">min</mml:mo><mml:mfenced close="}" open="{"><mml:mfrac><mml:mn>1</mml:mn><mml:mn>3</mml:mn></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>4</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msqrt><mml:mrow><mml:mn>16</mml:mn><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>4</mml:mn></mml:msup></mml:mrow></mml:msqrt></mml:mfenced><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>+</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mi>γ</mml:mi></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mrow/><mml:mi>γ</mml:mi><mml:mo>≤</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mrow/><mml:msqrt><mml:mn>6</mml:mn></mml:msqrt><mml:mi>γ</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mrow/><mml:mi>γ</mml:mi><mml:mo>≥</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ5_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} \overline{d}_\gamma := {\left\{ \begin{array}{ll} \min \left\{ \frac{1}{3} \left( 4 + \gamma ^2 +\sqrt{16 + 2 \gamma ^2 + \gamma ^4} \right) , 2 + \frac{\gamma ^2}{2} + \sqrt{2} \gamma \right\} ,\quad &amp;{}\gamma \le \sqrt{8/3} \\ \sqrt{6} \gamma ,\quad &amp;{}\gamma \ge \sqrt{8/3} \end{array}\right. } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ5.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par21">Figure <xref rid="Fig1" ref-type="fig">1</xref> shows graphs of our upper and lower bounds for <inline-formula id="IEq99"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq99_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq99.gif"/></alternatives></inline-formula>. Table <xref rid="Tab1" ref-type="table">1</xref> shows a table of the upper and lower bounds for several special values of <inline-formula id="IEq100"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq100_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq100.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par22">Our upper and lower bounds match only for <inline-formula id="IEq101"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq101_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq101.gif"/></alternatives></inline-formula> and <inline-formula id="IEq102"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq102_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma =\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq102.gif"/></alternatives></inline-formula>, in which case <inline-formula id="IEq103"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq103_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_{\sqrt{8/3}} = 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq103.gif"/></alternatives></inline-formula>. The fact that <inline-formula id="IEq104"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq104_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_{\sqrt{8/3}}=4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq104.gif"/></alternatives></inline-formula> is a new result in the setting of Theorem <xref rid="FPar1" ref-type="">1.1</xref>. In particular, we now know that the Liouville heat kernel exponent for <inline-formula id="IEq105"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq105_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma =\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq105.gif"/></alternatives></inline-formula> is 1 / 3.</p></sec><sec><p id="Par23">The bounds (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>) are the best currently known for <inline-formula id="IEq106"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq106_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq106.gif"/></alternatives></inline-formula> except in the case of the lower bound when <inline-formula id="IEq107"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq107_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq107.gif"/></alternatives></inline-formula> is very small (see also Sect. <xref rid="Sec6" ref-type="sec">1.5</xref>).<xref ref-type="fn" rid="Fn3">3</xref> In this latter regime, one gets from [<xref ref-type="bibr" rid="CR20">DG16</xref>, Theorem 1.2] that there is a universal constant <inline-formula id="IEq110"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq110_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$c&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq110.gif"/></alternatives></inline-formula> such that for small enough <inline-formula id="IEq111"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq111_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq111.gif"/></alternatives></inline-formula>,<disp-formula id="Equ6"><label>1.6</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>≥</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>c</mml:mi><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mrow><mml:mn>4</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ6_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} d_\gamma \ge 2 +c \frac{\gamma ^{4/3} }{\log \gamma ^{-1}} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ6.gif" position="anchor"/></alternatives></disp-formula>This is not implied by (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>) since <inline-formula id="IEq112"><alternatives><mml:math><mml:msub><mml:munder><mml:mi>d</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq112_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\underline{d}_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq112.gif"/></alternatives></inline-formula> behaves like <inline-formula id="IEq113"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq113_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$ 2 + O_\gamma (\gamma ^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq113.gif"/></alternatives></inline-formula> as <inline-formula id="IEq114"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mn>0</mml:mn><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math><tex-math id="IEq114_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \rightarrow 0^+$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq114.gif"/></alternatives></inline-formula>. We will discuss the source of our bounds for <inline-formula id="IEq115"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq115_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq115.gif"/></alternatives></inline-formula> and their implications further in Sect. <xref rid="Sec4" ref-type="sec">1.3</xref>.<fig id="Fig1"><label>Fig. 1</label><caption xml:lang="en"><p><bold>Left.</bold> Graph of the lower bound <inline-formula id="IEq116"><alternatives><mml:math><mml:msub><mml:munder><mml:mi>d</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq116_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\underline{d}_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq116.gif"/></alternatives></inline-formula> (red) and the upper bound <inline-formula id="IEq117"><alternatives><mml:math><mml:msub><mml:mover><mml:mi>d</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq117_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\overline{d}_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq117.gif"/></alternatives></inline-formula> (blue) from Theorem <xref rid="FPar2" ref-type="">1.2</xref> together with the Watabiki prediction <inline-formula id="IEq118"><alternatives><mml:math><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Wat</mml:mtext></mml:msubsup></mml:math><tex-math id="IEq118_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma ^{{\text {Wat}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq118.gif"/></alternatives></inline-formula> from (<xref rid="Equ15" ref-type="disp-formula">1.15</xref>) (green). Note that the bounds <inline-formula id="IEq119"><alternatives><mml:math><mml:mrow><mml:msub><mml:munder><mml:mi>d</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>γ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mover><mml:mi>d</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq119_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\underline{d}_\gamma \le d_\gamma \le \overline{d}_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq119.gif"/></alternatives></inline-formula> are consistent with the Watabiki prediction but the bound (<xref rid="Equ6" ref-type="disp-formula">1.6</xref>) for the asymptotics as <inline-formula id="IEq120"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq120_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\gamma \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq120.gif"/></alternatives></inline-formula> is not. The red and blue curves meet at <inline-formula id="IEq121"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq121_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$(\sqrt{8/3},4)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq121.gif"/></alternatives></inline-formula>. The “kink” in the red curve occurs at approximately (0.909576, 2.228) and the “kink” in the blue curve occurs at approximately (0.460149, 2.75662). <bold>Right.</bold> Graph of the same functions but restricted to the interval <inline-formula id="IEq122"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq122_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$[\sqrt{2} ,2]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq122.gif"/></alternatives></inline-formula>. Graphs were produced using Mathematica</p></caption><graphic specific-use="HTML" mime-subtype="PNG" xlink:href="220_2019_3487_Fig1_HTML.png" id="MO179"/></fig><table-wrap id="Tab1"><caption xml:lang="en"><p>Table of known upper and lower bounds for <inline-formula id="IEq123"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq123_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq123.gif"/></alternatives></inline-formula> and the Watabiki prediction for several special values of <inline-formula id="IEq124"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq124_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq124.gif"/></alternatives></inline-formula></p></caption><graphic xlink:href="220_2019_3487_Tab1_HTML.png" id="MO8"/><table-wrap-foot><p>We emphasize that we do not treat the critical case <inline-formula id="IEq125"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq125_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma =2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq125.gif"/></alternatives></inline-formula> in this paper: the bounds shown in the table for critical LQG are bounds for <inline-formula id="IEq126"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:msup></mml:mrow></mml:msub><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq126_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\lim _{\gamma \rightarrow 2^-} d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq126.gif"/></alternatives></inline-formula>. The lower bound for the asymptotics as <inline-formula id="IEq127"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mn>0</mml:mn><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math><tex-math id="IEq127_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \rightarrow 0^+$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq127.gif"/></alternatives></inline-formula> is the only place where known bounds are inconsistent with the Watabiki prediction</p></table-wrap-foot></table-wrap></p></sec><sec><p id="Par25">We now express several other quantities in terms of <inline-formula id="IEq128"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq128_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq128.gif"/></alternatives></inline-formula>. We start with a result to the effect that the exponent <inline-formula id="IEq129"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq129_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq129.gif"/></alternatives></inline-formula> describes not only point-to-point distances but also diameters and distances between sets. We can also require that the paths used in the definition of Liouville graph distance stay in a fixed open set.</p></sec><sec id="FPar3"><title>Definition 1.3</title><p id="Par26"><italic>(Restricted Liouville graph distance and LFPP).</italic> For a GFF-type distribution <italic>h</italic> on <inline-formula id="IEq130"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">D</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq130_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {D}}\subset \mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq130.gif"/></alternatives></inline-formula>, a domain <inline-formula id="IEq131"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="script">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq131_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq131.gif"/></alternatives></inline-formula>, <inline-formula id="IEq132"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq132_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq132.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq133"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq133_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq133.gif"/></alternatives></inline-formula>, we define the <italic>restricted Liouville graph distance</italic><inline-formula id="IEq134"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq134_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_h^\epsilon (z,w;U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq134.gif"/></alternatives></inline-formula> to be the smallest <inline-formula id="IEq135"><alternatives><mml:math><mml:mrow><mml:mi>N</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq135_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$N\in \mathbbm {N}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq135.gif"/></alternatives></inline-formula> for which there is a collection of <italic>N</italic> Euclidean balls <italic>contained in</italic><inline-formula id="IEq136"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq136_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq136.gif"/></alternatives></inline-formula> which have <inline-formula id="IEq137"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq137_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq137.gif"/></alternatives></inline-formula>-LQG mass at most <inline-formula id="IEq138"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq138_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq138.gif"/></alternatives></inline-formula> with respect to <italic>h</italic> and whose union contains a continuous path from <italic>z</italic> to <italic>w</italic>. We similarly define the <italic>restricted LFPP distance</italic><inline-formula id="IEq139"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq139_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,{ \textsc {LFPP} }}^\delta (z,w; U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq139.gif"/></alternatives></inline-formula> for <inline-formula id="IEq140"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq140_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq140.gif"/></alternatives></inline-formula> to be the infimum over all piecewise continuously differentiable paths <inline-formula id="IEq141"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq141_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P : [0,T] \rightarrow \overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq141.gif"/></alternatives></inline-formula> of the quantity <inline-formula id="IEq142"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math><tex-math id="IEq142_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\int _0^T e^{\xi h_\delta (P(t))} |P'(t)| \,dt$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq142.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq143"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>B</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq143_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A,B\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq143.gif"/></alternatives></inline-formula>, we also define<disp-formula id="Equ7"><label>1.7</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>B</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>B</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="1em"/><mml:mtext>and</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>B</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>B</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ7_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;D_h^\epsilon (A,B ; U) := \min _{z\in A , w\in B} D_{h}^\epsilon (z,w ; U) \quad {\text {and}} \nonumber \\&amp;D_{h,{ \textsc {LFPP} }}^\delta (A,B ; U) := \min _{z\in A , w\in B} D_{h,{ \textsc {LFPP} }}(z,w ; U) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ7.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par27">To avoid unnecessary technicalities related to the boundary, in what follows (and throughout most of our proofs) we will consider the case when <inline-formula id="IEq144"><alternatives><mml:math><mml:mrow><mml:mi>D</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq144_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D = \mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq144.gif"/></alternatives></inline-formula> and <italic>h</italic> is a whole-plane GFF on <inline-formula id="IEq145"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq145_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq145.gif"/></alternatives></inline-formula> normalized so that its circle average over <inline-formula id="IEq146"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq146_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial \mathbbm {D}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq146.gif"/></alternatives></inline-formula> is 0 (here and throughout the paper <inline-formula id="IEq147"><alternatives><mml:math><mml:mi mathvariant="double-struck">D</mml:mi></mml:math><tex-math id="IEq147_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathbbm {D}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq147.gif"/></alternatives></inline-formula> denotes the open Euclidean unit disk). It is easy to compare other variants of the GFF to <italic>h</italic> away from the boundary of their respective domains using local absolute continuity; see Lemma <xref rid="FPar8" ref-type="">2.1</xref>.</p></sec><sec id="FPar4"><title>Theorem 1.4</title><p id="Par28">(Bounds for Liouville graph distance). Let <italic>h</italic> be a whole-plane GFF normalized so that its circle average over <inline-formula id="IEq148"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq148_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial \mathbbm {D}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq148.gif"/></alternatives></inline-formula> is zero. For each <inline-formula id="IEq149"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq149_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z, w \in \mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq149.gif"/></alternatives></inline-formula>, almost surely<disp-formula id="Equ8"><label>1.8</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:mfrac><mml:mrow><mml:mo>log</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ8_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \lim _{\epsilon \rightarrow 0} \frac{\log D_h^\epsilon (z,w)}{\log \epsilon ^{-1}} = \frac{1}{d_\gamma } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ8.gif" position="anchor"/></alternatives></disp-formula>Furthermore, for each open set <inline-formula id="IEq150"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq150_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset \mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq150.gif"/></alternatives></inline-formula> and each compact connected set <inline-formula id="IEq151"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq151_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq151.gif"/></alternatives></inline-formula>, almost surely<disp-formula id="Equ9"><label>1.9</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:mfrac><mml:mrow><mml:mo>log</mml:mo><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:msub><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi></mml:mfenced></mml:mrow><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:mfrac><mml:mrow><mml:mo>log</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced></mml:mrow><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ9_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \lim _{\epsilon \rightarrow 0} \frac{ \log \max _{z,w\in K} D_h^\epsilon \left( z , w ; U \right) }{ \log \epsilon ^{-1} } = \lim _{\epsilon \rightarrow 0} \frac{ \log D_h^\epsilon \left( K , \partial U \right) }{ \log \epsilon ^{-1} } = \frac{1}{d_\gamma } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ9.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par29">The main difficulty in the proof of Theorem <xref rid="FPar4" ref-type="">1.4</xref> is relating diameters and point-to-point distances. This is carried out in Sect. <xref rid="Sec18" ref-type="sec">3.2</xref>. The convergence (<xref rid="Equ8" ref-type="disp-formula">1.8</xref>) follows easily from the definition of <inline-formula id="IEq152"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq152_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq152.gif"/></alternatives></inline-formula> in Theorem <xref rid="FPar1" ref-type="">1.1</xref> and the relationship between the whole-plane and zero-boundary GFFs. The second convergence in (<xref rid="Equ9" ref-type="disp-formula">1.9</xref>) is also a relatively straightforward consequence of results from [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>].</p></sec><sec><p id="Par30">Our next result says that distances with respect to the Liouville first passage percolation metric <inline-formula id="IEq153"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq153_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,{ \textsc {LFPP} }}^\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq153.gif"/></alternatives></inline-formula> for <inline-formula id="IEq154"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq154_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq154.gif"/></alternatives></inline-formula> can also be described in terms of <inline-formula id="IEq155"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq155_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq155.gif"/></alternatives></inline-formula> and <inline-formula id="IEq156"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq156_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq156.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar5"><title>Theorem 1.5</title><p id="Par31">(Bounds for Liouville first passage percolation). Let <inline-formula id="IEq157"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq157_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq157.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq158"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq158_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,{ \textsc {LFPP} }}^\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq158.gif"/></alternatives></inline-formula> for <inline-formula id="IEq159"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq159_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq159.gif"/></alternatives></inline-formula> denote the LFPP distance with parameter <inline-formula id="IEq160"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq160_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi = \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq160.gif"/></alternatives></inline-formula>, for <italic>h</italic> a whole-plane GFF normalized as above. For each pair of distinct points <inline-formula id="IEq161"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq161_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in \mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq161.gif"/></alternatives></inline-formula>, it holds with probability tending to 1 as <inline-formula id="IEq162"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq162_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq162.gif"/></alternatives></inline-formula> that<disp-formula id="Equ10"><label>1.10</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ10_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{h,{ \textsc {LFPP} }}^\delta (z,w) = \delta ^{1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2 d_\gamma } + o_\delta (1) } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ10.gif" position="anchor"/></alternatives></disp-formula>Furthermore, for each open set <inline-formula id="IEq163"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq163_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset \mathbbm {C}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq163.gif"/></alternatives></inline-formula> and each compact set <inline-formula id="IEq164"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq164_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq164.gif"/></alternatives></inline-formula>, it holds with probability tending to 1 as <inline-formula id="IEq165"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq165_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq165.gif"/></alternatives></inline-formula> that<disp-formula id="Equ11"><label>1.11</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi></mml:mfenced><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ11_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;\max _{z,w\in K} D_{h,{ \textsc {LFPP} }}^\delta \left( z , w ; U \right) = \delta ^{1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2 d_\gamma } + o_\delta (1) } \quad {\text {and}} \nonumber \\&amp;D_{h,{ \textsc {LFPP} }}^\delta \left( K , \partial U \right) = \delta ^{1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2 d_\gamma } + o_\delta (1) } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ11.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par32">See Sect. <xref rid="Sec11" ref-type="sec">2.3</xref> a one-page heuristic explanation (using scaling properties of <inline-formula id="IEq166"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq166_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq166.gif"/></alternatives></inline-formula>-LQG) of the choice <inline-formula id="IEq167"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq167_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\xi = \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq167.gif"/></alternatives></inline-formula> and the exponent appearing in (<xref rid="Equ10" ref-type="disp-formula">1.10</xref>). It was pointed out to us by Rémi Rhodes and Vincent Vargas that the relation <inline-formula id="IEq168"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq168_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\xi = \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq168.gif"/></alternatives></inline-formula> is consistent with the physics literature, see, e.g. [<xref ref-type="bibr" rid="CR75">Wat93</xref>].</p></sec><sec><p id="Par33">We will prove slightly more quantitative variants of Theorems <xref rid="FPar4" ref-type="">1.4</xref> and <xref rid="FPar5" ref-type="">1.5</xref> below, which give polynomial bounds on the rate of convergence of probabilities.</p></sec><sec><p id="Par34">We also show that <inline-formula id="IEq169"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq169_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq169.gif"/></alternatives></inline-formula> describes distances in certain random planar maps. Consider the following infinite-volume random rooted planar maps <inline-formula id="IEq170"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>M</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="double-struck">v</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq170_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$ (M, \mathbbm {v} ) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq170.gif"/></alternatives></inline-formula>, each equipped with its standard root vertex. In each case, the corresponding <inline-formula id="IEq171"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq171_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq171.gif"/></alternatives></inline-formula>-LQG universality class is indicated in parentheses.<list list-type="order"><list-item><p id="Par35">The <italic>uniform infinite planar triangulation</italic> (UIPT) of type II, which is the local limit of uniform triangulations with no self-loops, but multiple edges allowed [<xref ref-type="bibr" rid="CR6">AS03</xref>] (<inline-formula id="IEq172"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq172_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma =\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq172.gif"/></alternatives></inline-formula>).</p></list-item><list-item><p id="Par36">The <italic>uniform infinite spanning-tree decorated planar map</italic>, which is the local limit of random spanning-tree weighted planar maps [<xref ref-type="bibr" rid="CR74">She16b</xref>, <xref ref-type="bibr" rid="CR16">Che17</xref>] (<inline-formula id="IEq173"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq173_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma = \sqrt{2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq173.gif"/></alternatives></inline-formula>).</p></list-item><list-item><p id="Par37">The <italic>uniform infinite bipolar oriented planar map</italic>, as constructed in [<xref ref-type="bibr" rid="CR49">KMSW15</xref>]<xref ref-type="fn" rid="Fn4">4</xref> (<inline-formula id="IEq174"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>4</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq174_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma = \sqrt{4/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq174.gif"/></alternatives></inline-formula>).</p></list-item><list-item><p id="Par39">More generally, one of the other distributions on infinite bipolar-oriented maps considered in [<xref ref-type="bibr" rid="CR49">KMSW15</xref>, Section 2.3] for which the face degree distribution has an exponential tail and the correlation between the coordinates of the encoding walk is <inline-formula id="IEq175"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mo>cos</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>π</mml:mi><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq175_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$-\cos (\pi \gamma ^2/4)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq175.gif"/></alternatives></inline-formula> (e.g., an infinite bipolar-oriented <italic>k</italic>-angulation for <inline-formula id="IEq176"><alternatives><mml:math><mml:mrow><mml:mi>k</mml:mi><mml:mo>≥</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:math><tex-math id="IEq176_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$k\ge 3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq176.gif"/></alternatives></inline-formula> — in which case <inline-formula id="IEq177"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>4</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq177_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\gamma =\sqrt{4/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq177.gif"/></alternatives></inline-formula> — or one of the bipolar-oriented maps with biased face degree distributions considered in [<xref ref-type="bibr" rid="CR49">KMSW15</xref>, Remark 1] (see also [<xref ref-type="bibr" rid="CR37">GHS17</xref>, Section 3.3.4]), for which <inline-formula id="IEq178"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq178_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\gamma \in (0,\sqrt{2})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq178.gif"/></alternatives></inline-formula>).</p></list-item><list-item><p id="Par40">The <italic>uniform infinite Schnyder-wood decorated triangulation</italic>, as constructed in [<xref ref-type="bibr" rid="CR54">LSW17</xref>] (<inline-formula id="IEq179"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq179_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma = 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq179.gif"/></alternatives></inline-formula>).</p></list-item><list-item><p id="Par41">The <inline-formula id="IEq180"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq180_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq180.gif"/></alternatives></inline-formula>-mated-CRT map for <inline-formula id="IEq181"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq181_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq181.gif"/></alternatives></inline-formula>, as defined in Sect. <xref rid="Sec5" ref-type="sec">1.4</xref>.</p></list-item></list></p></sec><sec id="FPar6"><title>Theorem 1.6</title><p id="Par42">(Ball volume exponent for random planar maps). Let <inline-formula id="IEq182"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="script">M</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="double-struck">v</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq182_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\begin{document}$$({\mathcal {M}} , \mathbbm {v})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq182.gif"/></alternatives></inline-formula> be any one of the above six rooted random planar maps and let <inline-formula id="IEq183"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq183_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq183.gif"/></alternatives></inline-formula> be the corresponding LQG parameter. For <inline-formula id="IEq184"><alternatives><mml:math><mml:mrow><mml:mi>r</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq184_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$r\in \mathbbm {N}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq184.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq185"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mi>r</mml:mi><mml:mi mathvariant="script">M</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">v</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq185_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}_r^{{\mathcal {M}}}(\mathbbm {v})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq185.gif"/></alternatives></inline-formula> be the graph distance ball of radius <italic>r</italic> centered at <inline-formula id="IEq186"><alternatives><mml:math><mml:mi mathvariant="double-struck">v</mml:mi></mml:math><tex-math id="IEq186_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\mathbbm {v}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq186.gif"/></alternatives></inline-formula> (i.e., the set of vertices lying at graph distance at most <italic>r</italic> from <inline-formula id="IEq187"><alternatives><mml:math><mml:mi mathvariant="double-struck">v</mml:mi></mml:math><tex-math id="IEq187_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathbbm {v}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq187.gif"/></alternatives></inline-formula>) and write <inline-formula id="IEq188"><alternatives><mml:math><mml:mrow><mml:mo>#</mml:mo><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mi>r</mml:mi><mml:mi mathvariant="script">M</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">v</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq188_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\#{\mathcal {B}}_r^{{\mathcal {M}}}(\mathbbm {v})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq188.gif"/></alternatives></inline-formula> for its cardinality. Almost surely,<disp-formula id="Equ12"><label>1.12</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>r</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:munder><mml:mfrac><mml:mrow><mml:mo>log</mml:mo><mml:mo>#</mml:mo><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mi>r</mml:mi><mml:mi mathvariant="script">M</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">v</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mo>log</mml:mo><mml:mi>r</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ12_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \lim _{r \rightarrow \infty } \frac{ \log \#{\mathcal {B}}_r^{{\mathcal {M}}}(\mathbbm {v})}{\log r} = d_\gamma . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ12.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par43">Theorem <xref rid="FPar6" ref-type="">1.6</xref> is proven using the SLE/LQG representation of the mated-CRT map [<xref ref-type="bibr" rid="CR23">DMS14</xref>] together with the strong coupling between the mated-CRT map and other random planar maps [<xref ref-type="bibr" rid="CR37">GHS17</xref>]. See Sect. <xref rid="Sec5" ref-type="sec">1.4</xref> for more details.</p></sec><sec><p id="Par44">Building on Theorem <xref rid="FPar6" ref-type="">1.6</xref> and the lower bound for the displacement of the random walk on <inline-formula id="IEq189"><alternatives><mml:math><mml:mi mathvariant="script">M</mml:mi></mml:math><tex-math id="IEq189_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {M}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq189.gif"/></alternatives></inline-formula> from [<xref ref-type="bibr" rid="CR39">GM17</xref>], it is shown in [<xref ref-type="bibr" rid="CR33">GH18</xref>] that the graph distance traveled by a simple random walk on <inline-formula id="IEq190"><alternatives><mml:math><mml:mi mathvariant="script">M</mml:mi></mml:math><tex-math id="IEq190_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {M}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq190.gif"/></alternatives></inline-formula> run for <italic>n</italic> steps is typically of order <inline-formula id="IEq191"><alternatives><mml:math><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq191_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n^{1/d_\gamma + o_n(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq191.gif"/></alternatives></inline-formula>. Since we know that <inline-formula id="IEq192"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq192_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma &gt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq192.gif"/></alternatives></inline-formula>, this implies in particular that the simple random walk on each of the above maps is subdiffusive and that the subdiffusivity exponent is the reciprocal of the ball volume exponent.</p></sec><sec><p id="Par45">We note that subdiffusivity in the case of the UIPT/UIPQ, with a non-optimal exponent, was previously established by Benjamini and Curien [<xref ref-type="bibr" rid="CR8">BC13</xref>]. Also, Theorem <xref rid="FPar6" ref-type="">1.6</xref> combined with a recent result of Lee [<xref ref-type="bibr" rid="CR53">Lee17</xref>, Theorem 1.9] implies subdiffusivity with the non-optimal exponent <inline-formula id="IEq193"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq193_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$1/(d_\gamma -1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq193.gif"/></alternatives></inline-formula> in the case when <inline-formula id="IEq194"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:math><tex-math id="IEq194_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma &gt; 3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq194.gif"/></alternatives></inline-formula> (by Theorem <xref rid="FPar2" ref-type="">1.2</xref> this is the case for <inline-formula id="IEq195"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>&gt;</mml:mo><mml:msqrt><mml:mrow><mml:mn>3</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq195_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma &gt; \sqrt{3/2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq195.gif"/></alternatives></inline-formula>).</p></sec></sec><sec id="Sec4"><title>Discussion of bounds for <inline-formula id="IEq196"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq196_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq196.gif"/></alternatives></inline-formula></title><sec><p id="Par46">As we will see in Sect. <xref rid="Sec12" ref-type="sec">2.4</xref>, our bounds (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>) for <inline-formula id="IEq197"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq197_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq197.gif"/></alternatives></inline-formula> turn out to be almost immediate consequences of the relationships between exponents from our other results. Indeed, our result for Liouville first passage percolation (Theorem <xref rid="FPar5" ref-type="">1.5</xref>) allows us to deduce that certain functions of <inline-formula id="IEq198"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq198_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq198.gif"/></alternatives></inline-formula> and <inline-formula id="IEq199"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq199_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq199.gif"/></alternatives></inline-formula> are increasing in <inline-formula id="IEq200"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq200_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq200.gif"/></alternatives></inline-formula>. In particular, we have the following, which will be proven (via a two-page argument) in Sect. <xref rid="Sec12" ref-type="sec">2.4</xref>.</p></sec><sec id="FPar7"><title>Proposition 1.7</title><p id="Par47">The function<disp-formula id="Equ13"><label>1.13</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ13_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} \gamma \mapsto \frac{\gamma }{d_\gamma } \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ13.gif" position="anchor"/></alternatives></disp-formula>is strictly increasing on (0, 2) and the function<disp-formula id="Equ14"><label>1.14</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ14_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} \gamma \mapsto 1-\frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } + \frac{\gamma ^2}{2d_\gamma ^2} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ14.gif" position="anchor"/></alternatives></disp-formula>is non-decreasing on (0, 2).</p></sec><sec><p id="Par48">Theorem <xref rid="FPar6" ref-type="">1.6</xref> together with known results for uniform triangulations [<xref ref-type="bibr" rid="CR5">Ang03</xref>] shows that <inline-formula id="IEq201"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq201_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_{\sqrt{8/3}} = 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq201.gif"/></alternatives></inline-formula>. Combining this with Proposition <xref rid="FPar7" ref-type="">1.7</xref> will yield the bounds (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>) except in the case of small values of <inline-formula id="IEq202"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq202_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq202.gif"/></alternatives></inline-formula>, in which case the bounds for the mated-CRT map obtained in [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Theorem 1.10] are sharper than those obtained via monotonicity. This is the reason for the max and the min in the formulas for <inline-formula id="IEq203"><alternatives><mml:math><mml:msub><mml:munder><mml:mi>d</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq203_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\underline{d}_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq203.gif"/></alternatives></inline-formula> and <inline-formula id="IEq204"><alternatives><mml:math><mml:msub><mml:mover><mml:mi>d</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq204_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\overline{d}_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq204.gif"/></alternatives></inline-formula> in Theorem <xref rid="FPar2" ref-type="">1.2</xref>. We note that the lower bound for <inline-formula id="IEq205"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq205_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq205.gif"/></alternatives></inline-formula> in the small-<inline-formula id="IEq206"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq206_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq206.gif"/></alternatives></inline-formula> regime comes from the KPZ formula [<xref ref-type="bibr" rid="CR25">DS11</xref>] and coincides with the lower bound for <inline-formula id="IEq207"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq207_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq207.gif"/></alternatives></inline-formula> from [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>]. The monotonicity of <inline-formula id="IEq208"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq208_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq208.gif"/></alternatives></inline-formula> follows easily from the monotonicity of (<xref rid="Equ14" ref-type="disp-formula">1.14</xref>) (Proposition <xref rid="FPar17" ref-type="">2.6</xref>).</p></sec><sec><p id="Par49">We emphasize that the proof of our bounds for <inline-formula id="IEq209"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq209_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq209.gif"/></alternatives></inline-formula> relies crucially on the relationships between exponents. The monotonicity statements of Proposition <xref rid="FPar7" ref-type="">1.7</xref> are not at all clear from the perspective of random planar maps, Liouville graph distance, and/or the Liouville heat kernel. Likewise, we do not have a direct proof that <inline-formula id="IEq210"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq210_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_{\sqrt{8/3}} = 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq210.gif"/></alternatives></inline-formula> without using the theory of uniform random planar maps (the <inline-formula id="IEq211"><alternatives><mml:math><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:math><tex-math id="IEq211_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq211.gif"/></alternatives></inline-formula>-LQG metric in [<xref ref-type="bibr" rid="CR57">MS15</xref>, <xref ref-type="bibr" rid="CR58">MS16a</xref>, <xref ref-type="bibr" rid="CR59">MS16b</xref>] is constructed in a rather indirect way which does not use Liouville graph distance or LFPP).</p></sec><sec><p id="Par50">If one could compute <inline-formula id="IEq212"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:msub></mml:math><tex-math id="IEq212_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$d_{\gamma _0}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq212.gif"/></alternatives></inline-formula> for some <inline-formula id="IEq213"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq213_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma _0 \in (0,2) \setminus \{\sqrt{8/3}\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq213.gif"/></alternatives></inline-formula>, e.g., if one could find the volume growth exponent for metric balls in a spanning-tree weighted map (which we know is equal to <inline-formula id="IEq214"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:msub></mml:math><tex-math id="IEq214_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_{\sqrt{2}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq214.gif"/></alternatives></inline-formula>), then one could plug this into Proposition <xref rid="FPar7" ref-type="">1.7</xref> to get improved bounds for <inline-formula id="IEq215"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq215_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq215.gif"/></alternatives></inline-formula> in some non-trivial interval of <inline-formula id="IEq216"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq216_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq216.gif"/></alternatives></inline-formula>-values.</p></sec><sec><p id="Par51">Our results are contrary to certain predictions for the fractal dimension of <inline-formula id="IEq217"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq217_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq217.gif"/></alternatives></inline-formula>-LQG from the physics literature. Let us first note that some physics articles have argued that the fractal dimension of <inline-formula id="IEq218"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq218_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq218.gif"/></alternatives></inline-formula>-LQG satisfies <inline-formula id="IEq219"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq219_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma = 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq219.gif"/></alternatives></inline-formula> for all <inline-formula id="IEq220"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq220_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \in [\sqrt{2}, 2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq220.gif"/></alternatives></inline-formula> (which corresponds to central charge between <inline-formula id="IEq221"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq221_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$-2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq221.gif"/></alternatives></inline-formula> and 1); see, e.g., [<xref ref-type="bibr" rid="CR3">AJW95</xref>, <xref ref-type="bibr" rid="CR27">Dup11</xref>]. This paper is the first rigorous work to contradict this prediction: the bounds (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>) show that <inline-formula id="IEq222"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq222_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma &lt; 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq222.gif"/></alternatives></inline-formula> for <inline-formula id="IEq223"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq223_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \in (0,\sqrt{8/3})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq223.gif"/></alternatives></inline-formula> and <inline-formula id="IEq224"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq224_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma &gt; 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq224.gif"/></alternatives></inline-formula> for <inline-formula id="IEq225"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq225_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \in (\sqrt{8/3}, 2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq225.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par52">The best-known prediction for the fractal dimension of <inline-formula id="IEq226"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq226_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq226.gif"/></alternatives></inline-formula>-LQG is due to Watabiki [<xref ref-type="bibr" rid="CR75">Wat93</xref>], who predicted that this dimension is given by<disp-formula id="Equ15"><label>1.15</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Wat</mml:mtext></mml:msubsup><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>4</mml:mn></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>4</mml:mn></mml:mfrac><mml:msqrt><mml:mrow><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mn>16</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msqrt><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ15_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} d_\gamma ^{{\text {Wat}}} = 1 + \frac{\gamma ^2}{4} + \frac{1}{4} \sqrt{(4+\gamma ^2)^2 + 16\gamma ^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ15.gif" position="anchor"/></alternatives></disp-formula>The bounds (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>) are consistent with (<xref rid="Equ15" ref-type="disp-formula">1.15</xref>), but the asymptotics (<xref rid="Equ6" ref-type="disp-formula">1.6</xref>) as <inline-formula id="IEq227"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq227_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq227.gif"/></alternatives></inline-formula> obtained in [<xref ref-type="bibr" rid="CR20">DG16</xref>] are not. Indeed, (<xref rid="Equ15" ref-type="disp-formula">1.15</xref>) gives <inline-formula id="IEq228"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Wat</mml:mtext></mml:msubsup><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>O</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq228_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma ^{{\text {Wat}}} = 2 + O (\gamma ^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq228.gif"/></alternatives></inline-formula> as <inline-formula id="IEq229"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mn>0</mml:mn><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math><tex-math id="IEq229_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \rightarrow 0^+$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq229.gif"/></alternatives></inline-formula>. Theorem <xref rid="FPar6" ref-type="">1.6</xref> shows that one has this same contradiction to Watabiki’s prediction for small values of <inline-formula id="IEq230"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq230_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq230.gif"/></alternatives></inline-formula> for the ball volume exponent for certain random planar map models, and the results of [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>] (Theorem <xref rid="FPar1" ref-type="">1.1</xref>) shows that one also has the analogous contradiction for the Liouville heat kernel exponent. Taken together, this appears to be rather conclusive evidence that the Watabiki prediction is not correct for small values of <inline-formula id="IEq231"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq231_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq231.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par53">However, Watabiki’s prediction appears to match up closely with numerical simulations (see, e.g., [<xref ref-type="bibr" rid="CR1">AB14</xref>]) and lies between our upper and lower bounds for <inline-formula id="IEq232"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq232_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq232.gif"/></alternatives></inline-formula> in (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>). This suggests that the true value of <inline-formula id="IEq233"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq233_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq233.gif"/></alternatives></inline-formula> should be numerically close to <inline-formula id="IEq234"><alternatives><mml:math><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Wat</mml:mtext></mml:msubsup></mml:math><tex-math id="IEq234_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma ^{{\text {Wat}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq234.gif"/></alternatives></inline-formula>. Since the known contradictions to Watabiki’s prediction only hold for small values of <inline-formula id="IEq235"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq235_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq235.gif"/></alternatives></inline-formula>, one possibility is that there is a <inline-formula id="IEq236"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq236_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma _* \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq236.gif"/></alternatives></inline-formula> such that <inline-formula id="IEq237"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Wat</mml:mtext></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq237_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma = d_\gamma ^{{\text {Wat}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq237.gif"/></alternatives></inline-formula> for <inline-formula id="IEq238"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq238_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \in [\gamma _* , 2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq238.gif"/></alternatives></inline-formula> but not for <inline-formula id="IEq239"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq239_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \in (0,\gamma _*)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq239.gif"/></alternatives></inline-formula>. This would mean that <inline-formula id="IEq240"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq240_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq240.gif"/></alternatives></inline-formula> is not an analytic function of <inline-formula id="IEq241"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq241_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq241.gif"/></alternatives></inline-formula>. Another possibility is that <inline-formula id="IEq242"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq242_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq242.gif"/></alternatives></inline-formula> is given by some other formula which is numerically close to <inline-formula id="IEq243"><alternatives><mml:math><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Wat</mml:mtext></mml:msubsup></mml:math><tex-math id="IEq243_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$d_\gamma ^{{\text {Wat}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq243.gif"/></alternatives></inline-formula>. For example, all of our presently known results are consistent with <inline-formula id="IEq244"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Quad</mml:mtext></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq244_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$d_\gamma = d_\gamma ^{{\text {Quad}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq244.gif"/></alternatives></inline-formula> for<disp-formula id="Equ16"><label>1.16</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mtext>Quad</mml:mtext></mml:msubsup><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>γ</mml:mi><mml:msqrt><mml:mn>6</mml:mn></mml:msqrt></mml:mfrac><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ16_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} d_\gamma ^{{\text {Quad}}} = 2 + \frac{\gamma ^2}{2} + \frac{\gamma }{\sqrt{6}} , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ16.gif" position="anchor"/></alternatives></disp-formula>although we have no theoretical reason to believe that this is actually the case. (The formula (<xref rid="Equ16" ref-type="disp-formula">1.16</xref>) was obtained by choosing a quadratic function of <inline-formula id="IEq245"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq245_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq245.gif"/></alternatives></inline-formula> which satisfies <inline-formula id="IEq246"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>d</mml:mi><mml:mn>0</mml:mn><mml:mtext>Quad</mml:mtext></mml:msubsup><mml:mo>=</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq246_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_0^{{\text {Quad}}} = 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq246.gif"/></alternatives></inline-formula>, <inline-formula id="IEq247"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>d</mml:mi><mml:mrow><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow><mml:mtext>Quad</mml:mtext></mml:msubsup><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq247_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_{\sqrt{8/3}}^{{\text {Quad}}} = 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq247.gif"/></alternatives></inline-formula>, and which has the simplest possible coefficients).</p></sec></sec><sec id="Sec5"><title>Discussion of random planar map connection</title><p id="Par54">The connection between Liouville graph distance and random planar maps (and thereby Theorem <xref rid="FPar6" ref-type="">1.6</xref> and the fact that <inline-formula id="IEq248"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq248_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_{\sqrt{8/3}}=4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq248.gif"/></alternatives></inline-formula>) comes by way of a one-parameter family of random planar maps called <italic>mated-CRT maps</italic>. To define these maps, let <inline-formula id="IEq249"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq249_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq249.gif"/></alternatives></inline-formula> and let (<italic>L</italic>, <italic>R</italic>) be a pair of correlated, two-sided Brownian motions with correlation <inline-formula id="IEq250"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mo>cos</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>π</mml:mi><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq250_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$-\cos (\pi \gamma ^2/4)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq250.gif"/></alternatives></inline-formula> (the reason for the strange correlation parameter is that this makes it so that <inline-formula id="IEq251"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq251_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq251.gif"/></alternatives></inline-formula> is the LQG parameter). For <inline-formula id="IEq252"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq252_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq252.gif"/></alternatives></inline-formula>, the <inline-formula id="IEq253"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq253_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq253.gif"/></alternatives></inline-formula><italic>-mated CRT map</italic> associated with (<italic>L</italic>, <italic>R</italic>) with increment size <inline-formula id="IEq254"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq254_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq254.gif"/></alternatives></inline-formula> is the planar map whose vertex set is <inline-formula id="IEq255"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq255_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon \mathbbm {Z}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq255.gif"/></alternatives></inline-formula>, with two such vertices <inline-formula id="IEq256"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq256_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$x_1 , x_2\in \epsilon \mathbbm {Z}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq256.gif"/></alternatives></inline-formula> with <inline-formula id="IEq257"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq257_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$x_1&lt;x_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq257.gif"/></alternatives></inline-formula> connected by an edge if and only if<disp-formula id="Equ17"><label>1.17</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mfenced close=")" open="("><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mi>L</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mfenced><mml:mo>∨</mml:mo><mml:mfenced close=")" open="("><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mi>L</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mfenced><mml:mo>≤</mml:mo><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mi>L</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ17_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} \left( \inf _{t\in [x_1 - \epsilon , x_1]} L_t \right) \vee \left( \inf _{t\in [x_2 - \epsilon , x_2]} L_t \right) \le \inf _{t\in [x_1 , x_2-\epsilon ]} L_t , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ17.gif" position="anchor"/></alternatives></disp-formula>or the same is true with <italic>R</italic> in place of <italic>L</italic>. The vertices are connected by two edges if (<xref rid="Equ17" ref-type="disp-formula">1.17</xref>) holds for both <italic>L</italic> and <italic>R</italic> but <inline-formula id="IEq258"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>&gt;</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:mrow></mml:math><tex-math id="IEq258_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$|x_2-x_1| &gt; \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq258.gif"/></alternatives></inline-formula>. See Fig. <xref rid="Fig2" ref-type="fig">2</xref>, left, for a more geometric definition of the mated-CRT map and an explanation of its planar map structure. We note that Brownian scaling shows that the law of <inline-formula id="IEq259"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq259_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq259.gif"/></alternatives></inline-formula> as a planar map does not depend on <inline-formula id="IEq260"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq260_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq260.gif"/></alternatives></inline-formula>, but it will be convenient for our purposes to consider different values of <inline-formula id="IEq261"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq261_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq261.gif"/></alternatives></inline-formula> for reasons which will become apparent just below.<fig id="Fig2"><label>Fig. 2</label><caption xml:lang="en"><p><bold>Top Left.</bold> To construct the mated-CRT map <inline-formula id="IEq262"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq262_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq262.gif"/></alternatives></inline-formula> geometrically, draw the graph of <italic>L</italic> (red) and the graph of <inline-formula id="IEq263"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>-</mml:mo><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq263_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$C-R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq263.gif"/></alternatives></inline-formula> (blue) for some large constant <inline-formula id="IEq264"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq264_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$C &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq264.gif"/></alternatives></inline-formula> chosen so that the parts of the graphs over some time interval of interest do not intersect. Then divide the region between the graphs into vertical strips (boundaries shown in orange) and identify each strip with the horizontal coordinate <inline-formula id="IEq265"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq265_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$x\in \epsilon \mathbbm {Z}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq265.gif"/></alternatives></inline-formula> of its rightmost point. Vertices <inline-formula id="IEq266"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq266_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$x_1,x_2\in \epsilon \mathbbm {Z}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq266.gif"/></alternatives></inline-formula> are connected by an edge if and only if the corresponding strips are connected by a horizontal line segment which lies under the graph of <italic>L</italic> or above the graph of <inline-formula id="IEq267"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>-</mml:mo><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq267_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$C-R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq267.gif"/></alternatives></inline-formula>. One such segment is shown in green in the figure for each pair of adjacent vertices. <bold>Bottom Left.</bold> One can draw the graph <inline-formula id="IEq268"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq268_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq268.gif"/></alternatives></inline-formula> in the plane by connecting two vertices <inline-formula id="IEq269"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq269_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$x_1,x_2 \in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq269.gif"/></alternatives></inline-formula> by an arc above (resp. below) the real line if the corresponding strips are connected by a horizontal segment above (resp. below) the graph of <italic>L</italic> (resp. <inline-formula id="IEq270"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>-</mml:mo><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq270_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$C-R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq270.gif"/></alternatives></inline-formula>), and connecting each pair of consecutive vertices of <inline-formula id="IEq271"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq271_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$ \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq271.gif"/></alternatives></inline-formula> by an edge. This gives <inline-formula id="IEq272"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq272_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq272.gif"/></alternatives></inline-formula> a planar map structure under which it is a triangulation. <bold>Right.</bold> The mated-CRT map can be realized as the adjacency graph of <italic>cells</italic><inline-formula id="IEq273"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq273_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq273.gif"/></alternatives></inline-formula> for <inline-formula id="IEq274"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq274_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq274.gif"/></alternatives></inline-formula>, where <inline-formula id="IEq275"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq275_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq275.gif"/></alternatives></inline-formula> is a space-filling SLE<inline-formula id="IEq276"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq276_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq276.gif"/></alternatives></inline-formula> for <inline-formula id="IEq277"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>=</mml:mo><mml:mn>16</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq277_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa =16/\gamma ^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq277.gif"/></alternatives></inline-formula> parametrized by <inline-formula id="IEq278"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq278_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq278.gif"/></alternatives></inline-formula>-LQG mass with respect to an independent <inline-formula id="IEq279"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq279_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq279.gif"/></alternatives></inline-formula>-quantum cone. Here, the cells are outlined in black and the order in which they are hit by the curve is shown in orange. The three pictures do not correspond to the same mated-CRT map realization. Similar figures have appeared in [<xref ref-type="bibr" rid="CR37">GHS17</xref>, <xref ref-type="bibr" rid="CR39">GM17</xref>, <xref ref-type="bibr" rid="CR33">GH18</xref>]</p></caption><graphic specific-use="HTML" mime-subtype="PNG" xlink:href="220_2019_3487_Fig2_HTML.png" id="MO180"/></fig></p><p id="Par55">There is a deep connection between mated-CRT maps and Liouville quantum gravity decorated by Schramm–Loewner evolution [<xref ref-type="bibr" rid="CR70">Sch00</xref>] curves due to Duplantier, Miller, and Sheffield [<xref ref-type="bibr" rid="CR23">DMS14</xref>], which is illustrated in Fig. <xref rid="Fig2" ref-type="fig">2</xref>, right. We briefly review this connection here and refer to Sect. <xref rid="Sec22" ref-type="sec">4.1</xref> for a more detailed overview and a review of the definitions of the objects involved. Let <italic>h</italic> be the variant of the whole-plane Gaussian free field corresponding to a so-called <inline-formula id="IEq280"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq280_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq280.gif"/></alternatives></inline-formula><italic>-quantum cone</italic>, which can (roughly speaking) be thought of as describing the local behavior of a GFF-type distribution near a typical point sampled from its <inline-formula id="IEq281"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq281_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq281.gif"/></alternatives></inline-formula>-LQG measure. Independently from <italic>h</italic>, sample a whole-plane space-filling SLE<inline-formula id="IEq282"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq282_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq282.gif"/></alternatives></inline-formula> curve <inline-formula id="IEq283"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq283_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq283.gif"/></alternatives></inline-formula> from <inline-formula id="IEq284"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq284_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq284.gif"/></alternatives></inline-formula> to <inline-formula id="IEq285"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq285_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq285.gif"/></alternatives></inline-formula> with parameter <inline-formula id="IEq286"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>=</mml:mo><mml:mn>16</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>&gt;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq286_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$\kappa =16/\gamma ^2 &gt; 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq286.gif"/></alternatives></inline-formula> — this is just ordinary SLE<inline-formula id="IEq287"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq287_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq287.gif"/></alternatives></inline-formula> for <inline-formula id="IEq288"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>≥</mml:mo><mml:mn>8</mml:mn></mml:mrow></mml:math><tex-math id="IEq288_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\kappa \ge 8$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq288.gif"/></alternatives></inline-formula> and for <inline-formula id="IEq289"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq289_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa \in (4,8)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq289.gif"/></alternatives></inline-formula> is obtained from ordinary SLE<inline-formula id="IEq290"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq290_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq290.gif"/></alternatives></inline-formula> by iteratively filling in the “bubbles” formed by the curve to get a space-filling curve. We then parametrize <inline-formula id="IEq291"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq291_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq291.gif"/></alternatives></inline-formula> by <inline-formula id="IEq292"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq292_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq292.gif"/></alternatives></inline-formula>-LQG mass with respect to <italic>h</italic>, so that <inline-formula id="IEq293"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq293_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\eta (0) =0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq293.gif"/></alternatives></inline-formula> and <inline-formula id="IEq294"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq294_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\begin{document}$$\mu _h(\eta ([t_1,t_2])) = t_2-t_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq294.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq295"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq295_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_1&lt;t_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq295.gif"/></alternatives></inline-formula>.</p><p id="Par56">It follows from [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Theorem 1.9] that for <inline-formula id="IEq296"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq296_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq296.gif"/></alternatives></inline-formula>, the adjacency graph of <inline-formula id="IEq297"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq297_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq297.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq298"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq298_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq298.gif"/></alternatives></inline-formula><italic>cells</italic><inline-formula id="IEq299"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq299_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq299.gif"/></alternatives></inline-formula> for <inline-formula id="IEq300"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq300_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq300.gif"/></alternatives></inline-formula>, with two cells considered to be adjacent if they share a non-trivial connected boundary arc, has exactly the same law as the <inline-formula id="IEq301"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq301_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq301.gif"/></alternatives></inline-formula>-mated CRT map <inline-formula id="IEq302"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq302_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq302.gif"/></alternatives></inline-formula>. In other words, the distance from <italic>x</italic> to <italic>y</italic> in <inline-formula id="IEq303"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq303_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq303.gif"/></alternatives></inline-formula> differs from the smallest <inline-formula id="IEq304"><alternatives><mml:math><mml:mrow><mml:mi>N</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq304_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$N\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq304.gif"/></alternatives></inline-formula> for which there exists a Euclidean path from <inline-formula id="IEq305"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq305_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\eta (x)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq305.gif"/></alternatives></inline-formula> to <inline-formula id="IEq306"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq306_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\eta (y)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq306.gif"/></alternatives></inline-formula> which can be covered by <italic>N</italic> of the cells <inline-formula id="IEq307"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq307_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq307.gif"/></alternatives></inline-formula> by at most a deterministic constant factor (depending on the maximal number of cells which can intersect at a single point).</p><p id="Par57">This gives us a representation of distances in the mated-CRT map which looks quite similar to the definition of Liouville graph distance. Using basic estimates for space-filling SLE [<xref ref-type="bibr" rid="CR34">GHM15</xref>], one can show that with very high probability each of the above space-filling SLE cells which intersects <inline-formula id="IEq308"><alternatives><mml:math><mml:mi mathvariant="double-struck">D</mml:mi></mml:math><tex-math id="IEq308_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq308.gif"/></alternatives></inline-formula> is “roughly spherical” in the sense that the ratio of its diameter to the largest Euclidean ball it contains is bounded above by <inline-formula id="IEq309"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq309_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon ^{o_\epsilon (1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq309.gif"/></alternatives></inline-formula>. This allows us to compare Liouville graph distances to mated-CRT map distances (Proposition <xref rid="FPar72" ref-type="">4.4</xref>) and thereby prove Theorem <xref rid="FPar6" ref-type="">1.6</xref> in the case of the mated-CRT map.</p><p id="Par58">The mated-CRT map is also related to various combinatorial random planar maps, including the other planar maps listed just above Theorem <xref rid="FPar6" ref-type="">1.6</xref>. The reason for this is that each of these other planar maps can be bijectively encoded by a random walk on <inline-formula id="IEq310"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq310_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq310.gif"/></alternatives></inline-formula> with a certain step size distribution depending on the model via an exact discrete analogue of the construction of the mated-CRT map from Brownian motion. For example, the infinite spanning-tree weighted map corresponds to a standard nearest-neighbor random walk [<xref ref-type="bibr" rid="CR62">Mul67</xref>, <xref ref-type="bibr" rid="CR10">Ber07b</xref>, <xref ref-type="bibr" rid="CR74">She16b</xref>] and the UIPT corresponds to a walk whose increments are i.i.d. uniform samples from <inline-formula id="IEq311"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>,</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>,</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq311_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\{(0,1), (1,0), (-1,-1)\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq311.gif"/></alternatives></inline-formula> [<xref ref-type="bibr" rid="CR9">Ber07a</xref>, <xref ref-type="bibr" rid="CR13">BHS18</xref>].</p><p id="Par59">Using these bijections and a strong coupling result for random walk and Brownian motion [<xref ref-type="bibr" rid="CR50">KMT76</xref>, <xref ref-type="bibr" rid="CR76">Zai98</xref>], it was shown in [<xref ref-type="bibr" rid="CR37">GHS17</xref>] that one can couple each of the above random planar maps with the <inline-formula id="IEq312"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq312_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq312.gif"/></alternatives></inline-formula>-mated-CRT map (where <inline-formula id="IEq313"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq313_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq313.gif"/></alternatives></inline-formula> is determined by the correlation of the coordinates of the encoding walk) in such a way that with high probability, certain large subgraphs are roughly isometric, with a polylogarithmic distortion factor for distances. This allows us to transfer Theorem <xref rid="FPar6" ref-type="">1.6</xref> from the case of the mated-CRT map to the case of these other maps. We do not need to use the bijections mentioned above directly: rather, we will just cite results from [<xref ref-type="bibr" rid="CR37">GHS17</xref>].</p></sec><sec id="Sec6"><title>Related works</title><p id="Par60">Several other works have proven bounds for the exponents which we now know can be described in terms of <inline-formula id="IEq314"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq314_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq314.gif"/></alternatives></inline-formula>. Indeed, estimates for the Liouville heat kernel are proven in [<xref ref-type="bibr" rid="CR4">AK16</xref>, <xref ref-type="bibr" rid="CR56">MRVZ16</xref>, <xref ref-type="bibr" rid="CR30">DZZ18a</xref>], estimates for the volume of graph distance balls in random planar maps are procen in [<xref ref-type="bibr" rid="CR38">GHS19</xref>, <xref ref-type="bibr" rid="CR37">GHS17</xref>], and estimates for the Liouville graph distance are proven in [<xref ref-type="bibr" rid="CR20">DG16</xref>, <xref ref-type="bibr" rid="CR30">DZZ18a</xref>]. The estimates which come from Theorem <xref rid="FPar2" ref-type="">1.2</xref> are at least as sharp as all of these estimates except in the case of the lower bound as <inline-formula id="IEq315"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq315_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq315.gif"/></alternatives></inline-formula>, in which case [<xref ref-type="bibr" rid="CR20">DG16</xref>] gives a stronger bound; see also (<xref rid="Equ6" ref-type="disp-formula">1.6</xref>). For <inline-formula id="IEq316"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0.909576</mml:mn><mml:mo>⋯</mml:mo></mml:mrow></mml:math><tex-math id="IEq316_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma &gt; 0.909576\dots $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq316.gif"/></alternatives></inline-formula> (resp. <inline-formula id="IEq317"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0.460149</mml:mn><mml:mo>⋯</mml:mo></mml:mrow></mml:math><tex-math id="IEq317_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma &gt; 0.460149\dots $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq317.gif"/></alternatives></inline-formula>), our lower (resp. upper) bound for <inline-formula id="IEq318"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq318_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq318.gif"/></alternatives></inline-formula> is strictly sharper than any previously known bounds.</p><p id="Par61">Although this paper proves universality across different approximations of Liouville quantum gravity, it is known that the exponents associated with Liouville graph distance and the Liouville heat kernel are <italic>not</italic> universal among all log-correlated Gaussian free fields: see [<xref ref-type="bibr" rid="CR28">DZ15</xref>, <xref ref-type="bibr" rid="CR31">DZZ18b</xref>].</p><p id="Par62">There is a different notion of the dimension of <inline-formula id="IEq319"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq319_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq319.gif"/></alternatives></inline-formula>-LQG, besides the fractal (Hausdorff) dimension, called the <italic>spectral dimension</italic>, which is expected to be equal to 2 for all values of <inline-formula id="IEq320"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq320_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq320.gif"/></alternatives></inline-formula>. The spectral dimension can be defined in terms of the Liouville heat kernel, in which case it was proven to be equal to 2 in [<xref ref-type="bibr" rid="CR69">RV14b</xref>, <xref ref-type="bibr" rid="CR4">AK16</xref>]. Alternatively, it can be defined in terms of the return probability for random walk on random planar maps, in which case it was proven to be equal to 2 for all of the planar maps considered in the present paper in [<xref ref-type="bibr" rid="CR39">GM17</xref>].</p><p id="Par63">Another interesting dimension associated with Liouville quantum gravity is the Euclidean Hausdorff dimension of the geodesics. It was shown in [<xref ref-type="bibr" rid="CR29">DZ16</xref>] that the geodesic length exponent associated with discrete LFPP (which should coincide with the Euclidean dimension of continuum LQG geodesics) is strictly larger than 1 when <inline-formula id="IEq321"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq321_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq321.gif"/></alternatives></inline-formula> is small. We expect this should be the case for all <inline-formula id="IEq322"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq322_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq322.gif"/></alternatives></inline-formula>, but we have no predictions for what the precise dimension should be, even for <inline-formula id="IEq323"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq323_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma = \sqrt{8/3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq323.gif"/></alternatives></inline-formula> (see [<xref ref-type="bibr" rid="CR58">MS16a</xref>, Problem 9.2] for some discussion in this case). The recent paper [<xref ref-type="bibr" rid="CR42">GP19a</xref>] proves a non-trivial upper bound for the LFPP geodesic length exponent for all <inline-formula id="IEq324"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq324_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq324.gif"/></alternatives></inline-formula>.</p><p id="Par64">In addition to the quantities considered in the present paper, there are several other quantities which we expect can be described in terms of our exponent <inline-formula id="IEq325"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq325_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq325.gif"/></alternatives></inline-formula>, for example the following.<list list-type="bullet"><list-item><p id="Par65"><bold>Discrete Liouville first passage percolation.</bold> Following, e.g., [<xref ref-type="bibr" rid="CR19">DD19</xref>, <xref ref-type="bibr" rid="CR20">DG16</xref>, <xref ref-type="bibr" rid="CR29">DZ16</xref>], let <italic>h</italic> be a discrete GFF on <inline-formula id="IEq326"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq326_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq326.gif"/></alternatives></inline-formula> and for <inline-formula id="IEq327"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq327_TeX">\documentclass[12pt]{minimal}
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				\usepackage{amsbsy}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq327.gif"/></alternatives></inline-formula> and <inline-formula id="IEq328"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq328_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x,y\in {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq328.gif"/></alternatives></inline-formula> define <inline-formula id="IEq329"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq329_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,{ \textsc {LFPP} }}(x,y)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq329.gif"/></alternatives></inline-formula> to be the minimum of <inline-formula id="IEq330"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi>m</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:mi>h</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq330_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\sum _{j=0}^m e^{\xi h(x_j)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq330.gif"/></alternatives></inline-formula> over all paths <inline-formula id="IEq331"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:math><tex-math id="IEq331_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x = x_0 ,\dots ,x_m = y$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq331.gif"/></alternatives></inline-formula> in <inline-formula id="IEq332"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq332_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq332.gif"/></alternatives></inline-formula> from <italic>x</italic> to <italic>y</italic>. We expect that if <inline-formula id="IEq333"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq333_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi = \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq333.gif"/></alternatives></inline-formula> and <inline-formula id="IEq334"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>=</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:math><tex-math id="IEq334_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|x-y| =n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq334.gif"/></alternatives></inline-formula>, then with high probability<xref ref-type="fn" rid="Fn5">5</xref><disp-formula id="Equ18"><label>1.18</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ18_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{h,{ \textsc {LFPP} }}(x,y) = n^{\frac{2}{d_\gamma } + \frac{\gamma ^2}{2d_\gamma } + o_n(1)} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ18.gif" position="anchor"/></alternatives></disp-formula></p></list-item><list-item><p id="Par67"><bold>Dimension of subsequential limiting metrics.</bold> It is shown in [<xref ref-type="bibr" rid="CR19">DD19</xref>] that for small enough values of <inline-formula id="IEq338"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq338_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq338.gif"/></alternatives></inline-formula>, discrete LFPP admits non-trivial subsequential limiting metrics. We expect that for <inline-formula id="IEq339"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq339_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi =\gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq339.gif"/></alternatives></inline-formula>, the Hausdorff dimension of each such subsequential limiting metric is a.s. equal to <inline-formula id="IEq340"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq340_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq340.gif"/></alternatives></inline-formula>.</p></list-item><list-item><p id="Par68"><bold>Finite random planar maps.</bold> Let <inline-formula id="IEq341"><alternatives><mml:math><mml:msub><mml:mi>M</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq341_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$M_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq341.gif"/></alternatives></inline-formula> be a finite-volume analogue of one of the planar maps considered in Theorem <xref rid="FPar6" ref-type="">1.6</xref> with <italic>n</italic> total edges. Then we expect that the graph-distance diameter of <inline-formula id="IEq342"><alternatives><mml:math><mml:msub><mml:mi>M</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq342_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$M_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq342.gif"/></alternatives></inline-formula> is typically of order <inline-formula id="IEq343"><alternatives><mml:math><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq343_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n^{1/d_\gamma + o_n(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq343.gif"/></alternatives></inline-formula>. We also expect that the same is true if <inline-formula id="IEq344"><alternatives><mml:math><mml:msub><mml:mi>M</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq344_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$M_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq344.gif"/></alternatives></inline-formula> is allowed to have a boundary of length at most <inline-formula id="IEq345"><alternatives><mml:math><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math><tex-math id="IEq345_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n^{1/2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq345.gif"/></alternatives></inline-formula>.</p></list-item><list-item><p id="Par69"><bold>Mated-CRT map distance exponent.</bold> It is shown in [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Theorem 1.12] that if <inline-formula id="IEq346"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq346_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {G}}^\epsilon |_{(0,1]}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq346.gif"/></alternatives></inline-formula> denotes the sub-graph of the mated-CRT map induced by <inline-formula id="IEq347"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo><mml:mo>∩</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq347_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(0,1]\cap (\epsilon {\mathbbm {Z}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq347.gif"/></alternatives></inline-formula>, then the limit <inline-formula id="IEq348"><alternatives><mml:math><mml:mrow><mml:mi>χ</mml:mi><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>log</mml:mo><mml:mi mathvariant="double-struck">E</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mtext>diam</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup><mml:msub><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">/</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq348_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\chi := \lim _{\epsilon \rightarrow 0} \log {\mathbbm {E}}[{\text {diam}}({\mathcal {G}}^\epsilon |_{(0,1]})]/\log \epsilon ^{-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq348.gif"/></alternatives></inline-formula> exists. As in [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Conjecture 1.13], we expect that there is a <inline-formula id="IEq349"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo>,</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq349_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma _* \in (\sqrt{2} , \sqrt{8/3}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq349.gif"/></alternatives></inline-formula> for which <inline-formula id="IEq350"><alternatives><mml:math><mml:mrow><mml:mi>χ</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq350_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\chi = 1/d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq350.gif"/></alternatives></inline-formula> for <inline-formula id="IEq351"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq351_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,\gamma _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq351.gif"/></alternatives></inline-formula>.</p></list-item></list>It is likely possible to prove each of the above statements by building on the techniques of the present paper, but we do not carry this out here. In the special case when <inline-formula id="IEq352"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq352_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma = \sqrt{2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq352.gif"/></alternatives></inline-formula>, the last two statements discussed above are resolved in [<xref ref-type="bibr" rid="CR43">GP19b</xref>].<fig id="Fig3"><label>Fig. 3</label><caption xml:lang="en"><p>Schematic diagram of the logical relations between the results involved in this paper. Results proven in the present paper are in blue</p></caption><graphic specific-use="HTML" mime-subtype="PNG" xlink:href="220_2019_3487_Fig3_HTML.png" id="MO181"/></fig></p></sec><sec id="Sec7"><title>Outline</title><p id="Par70">See Fig. <xref rid="Fig3" ref-type="fig">3</xref> for a schematic diagram of how the results involved in this paper fit together. The remainder of the paper is structured as follows.</p><p id="Par71">In Sect. <xref rid="Sec8" ref-type="sec">2</xref>, we first introduce some standard notation (Sect. <xref rid="Sec9" ref-type="sec">2.1</xref>) and record some basic facts about the Gaussian free field which allow us to compare Liouville graph distances and LFPP defined with respect to GFF’s on different domains (Sect. <xref rid="Sec10" ref-type="sec">2.2</xref>). We then provide a short heuristic argument for why one should expect the relationship between Liouville graph distance and Liouville first passage percolation exponents asserted in Theorem <xref rid="FPar5" ref-type="">1.5</xref> (Sect. <xref rid="Sec11" ref-type="sec">2.3</xref>). Finally, in Sect. <xref rid="Sec12" ref-type="sec">2.4</xref> we explain why the relationships between exponents given in Theorems <xref rid="FPar5" ref-type="">1.5</xref> and <xref rid="FPar6" ref-type="">1.6</xref> imply the properties of <inline-formula id="IEq353"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq353_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq353.gif"/></alternatives></inline-formula> asserted in Theorem <xref rid="FPar2" ref-type="">1.2</xref>, using the ideas discussed at the beginning of Sect. <xref rid="Sec4" ref-type="sec">1.3</xref>.</p><p id="Par72">In Sect. <xref rid="Sec13" ref-type="sec">3</xref> we prove our theorems concerning relationships between Liouville graph distance and LFPP exponents, Theorems <xref rid="FPar4" ref-type="">1.4</xref> and <xref rid="FPar5" ref-type="">1.5</xref>. We first introduce in Sect. <xref rid="Sec14" ref-type="sec">3.1</xref> various approximations to the GFF defined in terms of the white noise decomposition which are in some ways easier to work with than the GFF itself. We then prove several lemmas which allow us to estimate these approximations and to compare Liouville graph distance and LFPP distances defined in terms of these approximations to distances defined in terms of the GFF. In Sect. <xref rid="Sec18" ref-type="sec">3.2</xref>, we prove that the Liouville graph distance diameter of a fixed compact subsets of <inline-formula id="IEq354"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq354_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq354.gif"/></alternatives></inline-formula> is with high probability at most <inline-formula id="IEq355"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq355_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-1/d_\gamma + o_\epsilon (1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq355.gif"/></alternatives></inline-formula>, which together with results from [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>] allows us to prove Theorem <xref rid="FPar4" ref-type="">1.4</xref>. In Sects. <xref rid="Sec19" ref-type="sec">3.3</xref> and <xref rid="Sec20" ref-type="sec">3.4</xref>, respectively, we prove the lower and upper bounds for LFPP distances asserted in Theorem <xref rid="FPar5" ref-type="">1.5</xref> by comparing LFPP and Liouville graph distance. See the beginnings of these subsections for outlines of the arguments involved.</p><p id="Par73">In Sect. <xref rid="Sec21" ref-type="sec">4</xref>, we relate Liouville graph distance to distances in random planar maps and thereby prove Theorem <xref rid="FPar6" ref-type="">1.6</xref>, using the ideas discussed in Sect. <xref rid="Sec5" ref-type="sec">1.4</xref>. We first provide some relevant background on SLE, LQG, and their connection to the mated-CRT map (Sect. <xref rid="Sec22" ref-type="sec">4.1</xref>). We then prove a result relating several variants of Liouville graph distance, including one defined in terms of LQG-mass <inline-formula id="IEq356"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq356_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq356.gif"/></alternatives></inline-formula> SLE cells, which we know is equivalent to the mated-CRT map (Sect. <xref rid="Sec26" ref-type="sec">4.2</xref>). In Sect. <xref rid="Sec27" ref-type="sec">4.3</xref>, we use this to prove Theorem <xref rid="FPar6" ref-type="">1.6</xref>. We first show that the diameter (in the adjacency graph) of the set of <inline-formula id="IEq357"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq357_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq357.gif"/></alternatives></inline-formula>-mass cells in the SLE/LQG representation of the mated-CRT map which intersect the Euclidean unit ball is of order <inline-formula id="IEq358"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq358_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-1/d_\gamma + o_\epsilon (1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq358.gif"/></alternatives></inline-formula> with high probability (Proposition <xref rid="FPar78" ref-type="">4.7</xref>), using the comparison results of the preceding subsection and the bounds for Liouville graph distance from Theorem <xref rid="FPar4" ref-type="">1.4</xref>. We then use this to show that the volume of the graph distance ball of radius <italic>r</italic> in the mated-CRT map is of order <inline-formula id="IEq359"><alternatives><mml:math><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq359_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$r^{d_\gamma + o_r(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq359.gif"/></alternatives></inline-formula> (essentially by taking <inline-formula id="IEq360"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>r</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:msup></mml:mrow></mml:math><tex-math id="IEq360_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon = 1/r^{d_\gamma }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq360.gif"/></alternatives></inline-formula>), and finally transfer to other planar maps using the coupling results of [<xref ref-type="bibr" rid="CR37">GHS17</xref>].</p><p id="Par74">We emphasize that Sect. <xref rid="Sec21" ref-type="sec">4</xref> is the only section of the paper which uses SLE theory. The reader does not need any knowledge of this theory to understand Sect. <xref rid="Sec21" ref-type="sec">4</xref> beyond the background we provide, so long as he or she is willing to take certain results as black boxes.</p></sec></sec><sec id="Sec8"><title>Preliminaries</title><sec id="Sec9"><title>Basic notation</title><p id="Par75">We write <inline-formula id="IEq361"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">N</mml:mi><mml:mo>=</mml:mo><mml:mo stretchy="false">{</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq361_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {N}} = \{1,2,3,\dots \}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq361.gif"/></alternatives></inline-formula> and <inline-formula id="IEq362"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="double-struck">N</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi><mml:mo>∪</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq362_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {N}}_0 = {\mathbbm {N}} \cup \{0\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq362.gif"/></alternatives></inline-formula>.</p><p id="Par76">For <inline-formula id="IEq363"><alternatives><mml:math><mml:mrow><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>b</mml:mi></mml:mrow></mml:math><tex-math id="IEq363_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a &lt; b$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq363.gif"/></alternatives></inline-formula>, we define the discrete interval <inline-formula id="IEq364"><alternatives><mml:math><mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq364_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[a,b]_{{\mathbbm {Z}}}:= [a,b]\cap {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq364.gif"/></alternatives></inline-formula>.</p><p id="Par77">If <inline-formula id="IEq365"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">R</mml:mi></mml:mrow></mml:math><tex-math id="IEq365_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f :(0,\infty ) \rightarrow {\mathbbm {R}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq365.gif"/></alternatives></inline-formula> and <inline-formula id="IEq366"><alternatives><mml:math><mml:mrow><mml:mi>g</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">→</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq366_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$g : (0,\infty ) \rightarrow (0,\infty )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq366.gif"/></alternatives></inline-formula>, we say that <inline-formula id="IEq367"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq367_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\epsilon ) = O_\epsilon (g(\epsilon ))$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq367.gif"/></alternatives></inline-formula> (resp. <inline-formula id="IEq368"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq368_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\epsilon ) = o_\epsilon (g(\epsilon ))$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq368.gif"/></alternatives></inline-formula>) as <inline-formula id="IEq369"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq369_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq369.gif"/></alternatives></inline-formula> if <inline-formula id="IEq370"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mi>g</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq370_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\epsilon )/g(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq370.gif"/></alternatives></inline-formula> remains bounded (resp. tends to zero) as <inline-formula id="IEq371"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq371_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq371.gif"/></alternatives></inline-formula>. We similarly define <inline-formula id="IEq372"><alternatives><mml:math><mml:mrow><mml:mi>O</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq372_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O(\cdot )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq372.gif"/></alternatives></inline-formula> and <inline-formula id="IEq373"><alternatives><mml:math><mml:mrow><mml:mi>o</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq373_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$o(\cdot )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq373.gif"/></alternatives></inline-formula> errors as a parameter goes to infinity.</p><p id="Par78">If <inline-formula id="IEq374"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo>,</mml:mo><mml:mi>g</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">→</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq374_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f,g : (0,\infty ) \rightarrow [0,\infty )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq374.gif"/></alternatives></inline-formula>, we say that <inline-formula id="IEq375"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>⪯</mml:mo><mml:mi>g</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq375_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\epsilon ) \preceq g(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq375.gif"/></alternatives></inline-formula> if there is a constant <inline-formula id="IEq376"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq376_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq376.gif"/></alternatives></inline-formula> (independent from <inline-formula id="IEq377"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq377_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq377.gif"/></alternatives></inline-formula> and possibly from other parameters of interest) such that <inline-formula id="IEq378"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>≤</mml:mo><mml:mi>C</mml:mi><mml:mi>g</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq378_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\epsilon ) \le C g(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq378.gif"/></alternatives></inline-formula>. We write <inline-formula id="IEq379"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>≍</mml:mo><mml:mi>g</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq379_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\epsilon ) \asymp g(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq379.gif"/></alternatives></inline-formula> if <inline-formula id="IEq380"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>⪯</mml:mo><mml:mi>g</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq380_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\epsilon ) \preceq g(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq380.gif"/></alternatives></inline-formula> and <inline-formula id="IEq381"><alternatives><mml:math><mml:mrow><mml:mi>g</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>⪯</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq381_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$g(\epsilon ) \preceq f(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq381.gif"/></alternatives></inline-formula>.</p><p id="Par79">Let <inline-formula id="IEq382"><alternatives><mml:math><mml:msub><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mo stretchy="false">}</mml:mo></mml:mrow><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:math><tex-math id="IEq382_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{E^\epsilon \}_{\epsilon &gt;0}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq382.gif"/></alternatives></inline-formula> be a one-parameter family of events. We say that <inline-formula id="IEq383"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq383_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq383.gif"/></alternatives></inline-formula> occurs with<list list-type="bullet"><list-item><p id="Par80"><italic>polynomially high probability</italic> as <inline-formula id="IEq384"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq384_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq384.gif"/></alternatives></inline-formula> if there is a <inline-formula id="IEq385"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq385_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq385.gif"/></alternatives></inline-formula> (independent from <inline-formula id="IEq386"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq386_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq386.gif"/></alternatives></inline-formula> and possibly from other parameters of interest) such that <inline-formula id="IEq387"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>p</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq387_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {P}}[E^\epsilon ] \ge 1 - O_\epsilon (\epsilon ^p)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq387.gif"/></alternatives></inline-formula>.</p></list-item><list-item><p id="Par81"><italic>superpolynomially high probability</italic> as <inline-formula id="IEq388"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq388_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq388.gif"/></alternatives></inline-formula> if <inline-formula id="IEq389"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>p</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq389_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {P}}[E^\epsilon ] \ge 1 - O_\epsilon (\epsilon ^p)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq389.gif"/></alternatives></inline-formula> for every <inline-formula id="IEq390"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq390_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq390.gif"/></alternatives></inline-formula>.</p></list-item><list-item><p id="Par82"><italic>exponentially high probability</italic> as <inline-formula id="IEq391"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq391_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq391.gif"/></alternatives></inline-formula> if there exists <inline-formula id="IEq392"><alternatives><mml:math><mml:mrow><mml:mi>λ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq392_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\lambda &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq392.gif"/></alternatives></inline-formula> (independent from <inline-formula id="IEq393"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq393_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq393.gif"/></alternatives></inline-formula> and possibly from other parameters of interest) <inline-formula id="IEq394"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>λ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq394_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {P}}[E^\epsilon ] \ge 1 - O_\epsilon (e^{-\lambda /\epsilon })$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq394.gif"/></alternatives></inline-formula>.</p></list-item></list>We similarly define events which occur with polynomially, superpolynomially, and exponentially high probability as a parameter tends to <inline-formula id="IEq395"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq395_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq395.gif"/></alternatives></inline-formula>.</p><p id="Par83">We will often specify any requirements on the dependencies on rates of convergence in <inline-formula id="IEq396"><alternatives><mml:math><mml:mrow><mml:mi>O</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq396_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O(\cdot )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq396.gif"/></alternatives></inline-formula> and <inline-formula id="IEq397"><alternatives><mml:math><mml:mrow><mml:mi>o</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq397_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$o(\cdot )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq397.gif"/></alternatives></inline-formula> errors, implicit constants in <inline-formula id="IEq398"><alternatives><mml:math><mml:mo>⪯</mml:mo></mml:math><tex-math id="IEq398_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\preceq $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq398.gif"/></alternatives></inline-formula>, etc., in the statements of lemmas/propositions/theorems, in which case we implicitly require that errors, implicit constants, etc., appearing in the proof satisfy the same dependencies.</p></sec><sec id="Sec10"><title>Gaussian free field</title><sec><p id="Par84">Here we give a brief review of the definition of the zero-boundary and whole-plane Gaussian free fields. We refer the reader to [<xref ref-type="bibr" rid="CR72">She07</xref>] and the introductory sections of [<xref ref-type="bibr" rid="CR60">MS16c</xref>, <xref ref-type="bibr" rid="CR61">MS17</xref>] for more detailed expositions.</p></sec><sec><p id="Par85">For a proper open domain <inline-formula id="IEq399"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq399_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq399.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq400"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">H</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq400_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {H}}(U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq400.gif"/></alternatives></inline-formula> be the Hilbert space completion of the set of smooth, compactly supported functions on <italic>U</italic> with respect to the <italic>Dirichlet inner product</italic>,<disp-formula id="Equ19"><label>2.1</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϕ</mml:mi><mml:mo>,</mml:mo><mml:mi>ψ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mn>2</mml:mn><mml:mi>π</mml:mi></mml:mrow></mml:mfrac><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:mi mathvariant="normal">∇</mml:mi><mml:mi>ϕ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>·</mml:mo><mml:mi mathvariant="normal">∇</mml:mi><mml:mi>ψ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>z</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ19_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} (\phi ,\psi )_\nabla = \frac{1}{2\pi } \int _U \nabla \phi (z) \cdot \nabla \psi (z) \,dz . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ19.gif" position="anchor"/></alternatives></disp-formula>In the case when <inline-formula id="IEq401"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq401_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U= {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq401.gif"/></alternatives></inline-formula>, constant functions <italic>c</italic> satisfy <inline-formula id="IEq402"><alternatives><mml:math><mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>c</mml:mi><mml:mo>,</mml:mo><mml:mi>c</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq402_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(c,c)_\nabla = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq402.gif"/></alternatives></inline-formula>, so to get a positive definite norm in this case we instead take <inline-formula id="IEq403"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">H</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq403_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {H}}({\mathbbm {C}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq403.gif"/></alternatives></inline-formula> to be the Hilbert space completion of the set of smooth, compactly supported functions <inline-formula id="IEq404"><alternatives><mml:math><mml:mi>ϕ</mml:mi></mml:math><tex-math id="IEq404_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\phi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq404.gif"/></alternatives></inline-formula> on <inline-formula id="IEq405"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq405_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq405.gif"/></alternatives></inline-formula> with <inline-formula id="IEq406"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo>∫</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:msub><mml:mi>ϕ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq406_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\int _{{\mathbbm {C}}} \phi (z) \,dz = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq406.gif"/></alternatives></inline-formula>, with respect to the same inner product (<xref rid="Equ19" ref-type="disp-formula">2.1</xref>).</p></sec><sec><p id="Par86">The <italic>(zero-boundary) Gaussian free field</italic> on <italic>U</italic> is defined by the formal sum<disp-formula id="Equ20"><label>2.2</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>=</mml:mo><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>∞</mml:mi></mml:munderover><mml:msub><mml:mi>X</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:msub><mml:mi>ϕ</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ20_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} h^U = \sum _{j=1}^\infty X_j \phi _j \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ20.gif" position="anchor"/></alternatives></disp-formula>where the <inline-formula id="IEq407"><alternatives><mml:math><mml:msub><mml:mi>X</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq407_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq407.gif"/></alternatives></inline-formula>’s are i.i.d. standard Gaussian random variables and the <inline-formula id="IEq408"><alternatives><mml:math><mml:msub><mml:mi>ϕ</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq408_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\phi _j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq408.gif"/></alternatives></inline-formula>’s are an orthonormal basis for <inline-formula id="IEq409"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">H</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq409_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {H}}(U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq409.gif"/></alternatives></inline-formula>. The sum (<xref rid="Equ20" ref-type="disp-formula">2.2</xref>) does not converge pointwise, but it is easy to see that for each fixed <inline-formula id="IEq410"><alternatives><mml:math><mml:mrow><mml:mi>ϕ</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">H</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq410_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\phi \in {\mathcal {H}}(U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq410.gif"/></alternatives></inline-formula>, the formal inner product <inline-formula id="IEq411"><alternatives><mml:math><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub></mml:math><tex-math id="IEq411_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h^U ,\phi )_\nabla $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq411.gif"/></alternatives></inline-formula> is a Gaussian random variable and these random variables have covariances <inline-formula id="IEq412"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mi>ψ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϕ</mml:mi><mml:mo>,</mml:mo><mml:mi>ψ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq412_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {E}} [(h^U,\phi )_\nabla (h^U,\psi )_\nabla ] = (\phi ,\psi )_\nabla $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq412.gif"/></alternatives></inline-formula>. In the case when <inline-formula id="IEq413"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>≠</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq413_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U \not ={\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq413.gif"/></alternatives></inline-formula> and <italic>U</italic> has harmonically non-trivial boundary (i.e., a Brownian motion started from a point of <italic>U</italic> a.s. hits <inline-formula id="IEq414"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq414_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq414.gif"/></alternatives></inline-formula>), one can use integration by parts (Green’s identities) to define the ordinary <inline-formula id="IEq415"><alternatives><mml:math><mml:msup><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq415_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$L^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq415.gif"/></alternatives></inline-formula> inner products <inline-formula id="IEq416"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>π</mml:mi><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq416_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h^U,\phi ) := -2\pi (h^U,\Delta ^{-1}\phi )_\nabla $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq416.gif"/></alternatives></inline-formula>, where <inline-formula id="IEq417"><alternatives><mml:math><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:math><tex-math id="IEq417_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\Delta ^{-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq417.gif"/></alternatives></inline-formula> is the inverse Laplacian with zero boundary conditions, whenever <inline-formula id="IEq418"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mi>ϕ</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">H</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq418_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\Delta ^{-1} \phi \in {\mathcal {H}}(U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq418.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par87">In the case <inline-formula id="IEq419"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq419_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U={\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq419.gif"/></alternatives></inline-formula> we typically write <inline-formula id="IEq420"><alternatives><mml:math><mml:mrow><mml:mi>h</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi mathvariant="double-struck">C</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq420_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h = h^{{\mathbbm {C}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq420.gif"/></alternatives></inline-formula>. In this case one can similarly define <inline-formula id="IEq421"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>π</mml:mi><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi mathvariant="normal">∇</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq421_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h ,\phi ) := -2\pi (h ,\Delta ^{-1}\phi )_\nabla $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq421.gif"/></alternatives></inline-formula> where <inline-formula id="IEq422"><alternatives><mml:math><mml:mi>ϕ</mml:mi></mml:math><tex-math id="IEq422_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\phi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq422.gif"/></alternatives></inline-formula> is the inverse Laplacian normalized so that <inline-formula id="IEq423"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo>∫</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:msub><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mi>ϕ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq423_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\int _{{\mathbbm {C}}} \Delta ^{-1} \phi (z) \, dz = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq423.gif"/></alternatives></inline-formula> (in the case <inline-formula id="IEq424"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq424_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U= {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq424.gif"/></alternatives></inline-formula>). With this definition, one has <inline-formula id="IEq425"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:mi>c</mml:mi><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>c</mml:mi><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>ϕ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq425_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h+c , \phi ) = (h ,\phi ) + (c,\phi ) = (h,\phi )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq425.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq426"><alternatives><mml:math><mml:mrow><mml:mi>ϕ</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">H</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq426_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\phi \in {\mathcal {H}}({\mathbbm {C}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq426.gif"/></alternatives></inline-formula>, so the whole-plane GFF is only defined modulo a global additive constant. We will typically fix this additive constant by requiring that the circle average <inline-formula id="IEq427"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq427_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_1(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq427.gif"/></alternatives></inline-formula> over <inline-formula id="IEq428"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq428_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq428.gif"/></alternatives></inline-formula> is zero. We refer to [<xref ref-type="bibr" rid="CR25">DS11</xref>, Section 3.1] for more on the circle average.</p></sec><sec><p id="Par88">An important property of the GFF is the Markov property, which we state in the whole-plane case. If <inline-formula id="IEq429"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq429_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq429.gif"/></alternatives></inline-formula>, then we can write <inline-formula id="IEq430"><alternatives><mml:math><mml:mrow><mml:msub><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi>U</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>+</mml:mo><mml:mi mathvariant="fraktur">h</mml:mi></mml:mrow></mml:math><tex-math id="IEq430_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h|_U = h^U + \mathfrak {h}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq430.gif"/></alternatives></inline-formula> where <inline-formula id="IEq431"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:math><tex-math id="IEq431_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq431.gif"/></alternatives></inline-formula> is a zero-boundary GFF on <italic>U</italic> and <inline-formula id="IEq432"><alternatives><mml:math><mml:mi mathvariant="fraktur">h</mml:mi></mml:math><tex-math id="IEq432_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathfrak {h}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq432.gif"/></alternatives></inline-formula> is an independent random harmonic function on <italic>U</italic>. We call <inline-formula id="IEq433"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:math><tex-math id="IEq433_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq433.gif"/></alternatives></inline-formula> and <inline-formula id="IEq434"><alternatives><mml:math><mml:mi mathvariant="fraktur">h</mml:mi></mml:math><tex-math id="IEq434_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathfrak {h}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq434.gif"/></alternatives></inline-formula> the <italic>zero-boundary part</italic> and <italic>harmonic part</italic> of <inline-formula id="IEq435"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi>U</mml:mi></mml:msub></mml:math><tex-math id="IEq435_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h|_U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq435.gif"/></alternatives></inline-formula>, respectively.</p></sec><sec><p id="Par89">The following lemma allows us to compare the approximate LQG distances associated with whole-plane GFF and the zero-boundary GFF. For the statement, we recall from Definition <xref rid="FPar3" ref-type="">1.3</xref> that <inline-formula id="IEq436"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>V</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq436_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_h^\epsilon (z,w ; V)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq436.gif"/></alternatives></inline-formula> denotes the Liouville graph distance defined with respect to paths which stay in <italic>V</italic>, and similarly for LFPP.</p></sec><sec id="FPar8"><title>Lemma 2.1</title><p id="Par90">Let <inline-formula id="IEq437"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq437_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U \subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq437.gif"/></alternatives></inline-formula> be a proper simply connected domain and let <italic>V</italic> be a bounded connected domain with <inline-formula id="IEq438"><alternatives><mml:math><mml:mrow><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq438_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{V}\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq438.gif"/></alternatives></inline-formula>. Let <italic>h</italic> be a whole-plane GFF normalized so that its circle average over <inline-formula id="IEq439"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq439_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq439.gif"/></alternatives></inline-formula> is zero. Write <inline-formula id="IEq440"><alternatives><mml:math><mml:mrow><mml:mi>h</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>+</mml:mo><mml:mi mathvariant="fraktur">h</mml:mi></mml:mrow></mml:math><tex-math id="IEq440_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h = h^U + \mathfrak {h}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq440.gif"/></alternatives></inline-formula> where <inline-formula id="IEq441"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:math><tex-math id="IEq441_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq441.gif"/></alternatives></inline-formula> is a zero-boundary GFF on <italic>U</italic> and <inline-formula id="IEq442"><alternatives><mml:math><mml:mi mathvariant="fraktur">h</mml:mi></mml:math><tex-math id="IEq442_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathfrak {h}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq442.gif"/></alternatives></inline-formula> is an independent random harmonic function on <italic>U</italic>. There are constants <inline-formula id="IEq443"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq443_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq443.gif"/></alternatives></inline-formula> depending only on <italic>U</italic> and <italic>V</italic> such that for each <inline-formula id="IEq444"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq444_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A&gt;1 $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq444.gif"/></alternatives></inline-formula>,<disp-formula id="Equ21"><label>2.3</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi mathvariant="fraktur">h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>A</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mi>A</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ21_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}} \left[ \max _{z\in \overline{V}} |{\mathfrak {h}}(z)| \le A \right] \ge 1-a_0 e^{-a_1 A^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ21.gif" position="anchor"/></alternatives></disp-formula>In particular, for each <inline-formula id="IEq445"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq445_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq445.gif"/></alternatives></inline-formula>, each <inline-formula id="IEq446"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq446_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq446.gif"/></alternatives></inline-formula>, and each <inline-formula id="IEq447"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:math><tex-math id="IEq447_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C &gt; 3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq447.gif"/></alternatives></inline-formula> it holds with probability at least <inline-formula id="IEq448"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq448_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1-a_0 e^{-a_1 (\log C)^2/\gamma ^2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq448.gif"/></alternatives></inline-formula> that the <inline-formula id="IEq449"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq449_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq449.gif"/></alternatives></inline-formula>-Liouville graph distance metrics satisfy<disp-formula id="Equ22"><label>2.4</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>V</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>V</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mrow><mml:mi>C</mml:mi><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>V</mml:mi></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>V</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ22_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D^{\epsilon /C}_h\left( z , w ; V \right) \le D^{ \epsilon }_{h^U}\left( z , w ; V \right) \le D^{C\epsilon }_h\left( z , w ; V \right) ,\quad \forall z,w \in V \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ22.gif" position="anchor"/></alternatives></disp-formula>and for each <inline-formula id="IEq450"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq450_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq450.gif"/></alternatives></inline-formula> and <inline-formula id="IEq451"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq451_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq451.gif"/></alternatives></inline-formula>, it holds with probability at least <inline-formula id="IEq452"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq452_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1-a_0 e^{-a_1 (\log C)^2 / \xi ^2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq452.gif"/></alternatives></inline-formula> that the <inline-formula id="IEq453"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq453_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq453.gif"/></alternatives></inline-formula>-LFPP metrics satisfy<disp-formula id="Equ23"><label>2.5</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>V</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>V</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:mi>C</mml:mi><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>V</mml:mi></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>V</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ23_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} C^{-1} D_{h,{ \textsc {LFPP} }}^\delta \left( z,w ; V \right) \le D_{h^U,{ \textsc {LFPP} }}^\delta \left( z , w ; V \right) \le C D_{h,{ \textsc {LFPP} }}^\delta \left( z , w ; V \right) ,\quad \forall z,w \in V . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ23.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar9"><title>Proof</title><p id="Par91">By, e.g., [<xref ref-type="bibr" rid="CR60">MS16c</xref>, Lemma 6.4], the harmonic function <inline-formula id="IEq454"><alternatives><mml:math><mml:mi mathvariant="fraktur">h</mml:mi></mml:math><tex-math id="IEq454_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathfrak {h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq454.gif"/></alternatives></inline-formula> is a centered Gaussian random function with <inline-formula id="IEq455"><alternatives><mml:math><mml:mrow><mml:mtext>Var</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="fraktur">h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mo>log</mml:mo><mml:mtext>CR</mml:mtext><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mi>O</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq455_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {Var}}({\mathfrak {h}}(z)) \le \log {\text {CR}}(z;U)^{-1} + O(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq455.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq456"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>V</mml:mi></mml:mrow></mml:math><tex-math id="IEq456_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in V$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq456.gif"/></alternatives></inline-formula>, where <inline-formula id="IEq457"><alternatives><mml:math><mml:mrow><mml:mtext>CR</mml:mtext><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq457_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {CR}}(z;U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq457.gif"/></alternatives></inline-formula> denotes the conformal radius and the <italic>O</italic>(1) depends only on <italic>U</italic>. In particular, <inline-formula id="IEq458"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi mathvariant="fraktur">h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq458_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\max _{z\in \overline{V}} |{\mathfrak {h}}(z)|$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq458.gif"/></alternatives></inline-formula> is a.s. finite (since <inline-formula id="IEq459"><alternatives><mml:math><mml:mi mathvariant="fraktur">h</mml:mi></mml:math><tex-math id="IEq459_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathfrak {h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq459.gif"/></alternatives></inline-formula> is harmonic, hence continuous) and <inline-formula id="IEq460"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mtext>Var</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="fraktur">h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq460_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\max _{z\in \overline{V}} {\text {Var}}({\mathfrak {h}}(z))$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq460.gif"/></alternatives></inline-formula> is bounded above by a constant depending only on <italic>U</italic> and <italic>V</italic>. By the Borell-TIS inequality [<xref ref-type="bibr" rid="CR14">Bor75</xref>, <xref ref-type="bibr" rid="CR71">SCs74</xref>] (see, e.g., [<xref ref-type="bibr" rid="CR7">AT07</xref>, Theorem 2.1.1]), we obtain (<xref rid="Equ21" ref-type="disp-formula">2.3</xref>) for appropriate constants <inline-formula id="IEq461"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq461_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq461.gif"/></alternatives></inline-formula> as in the statement of the lemma (note that we absorbed <inline-formula id="IEq462"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mo stretchy="false">|</mml:mo><mml:mi mathvariant="fraktur">h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq462_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {E}}[\max _{z\in \overline{V}} |{\mathfrak {h}}(z)|]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq462.gif"/></alternatives></inline-formula>, which is finite by the Borell-TIS inequality, into the constants <inline-formula id="IEq463"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq463_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq463.gif"/></alternatives></inline-formula>). Since <inline-formula id="IEq464"><alternatives><mml:math><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:mi mathvariant="fraktur">h</mml:mi></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:msub></mml:mrow></mml:math><tex-math id="IEq464_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d\mu _h = e^{\gamma {\mathfrak {h}}} \, d\mu _{h^U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq464.gif"/></alternatives></inline-formula>, we obtain (<xref rid="Equ22" ref-type="disp-formula">2.4</xref>) by applying (<xref rid="Equ21" ref-type="disp-formula">2.3</xref>) with <inline-formula id="IEq465"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>γ</mml:mi></mml:mfrac><mml:mo>log</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:math><tex-math id="IEq465_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = \frac{1}{\gamma } \log C$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq465.gif"/></alternatives></inline-formula>. We similarly obtain (<xref rid="Equ23" ref-type="disp-formula">2.5</xref>) by applying (<xref rid="Equ21" ref-type="disp-formula">2.3</xref>) with <inline-formula id="IEq466"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>ξ</mml:mi></mml:mfrac><mml:mo>log</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:math><tex-math id="IEq466_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = \frac{1}{\xi } \log C$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq466.gif"/></alternatives></inline-formula>. <inline-formula id="IEq467"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq467_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq467.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par92">As an immediate consequence of Lemma <xref rid="FPar8" ref-type="">2.1</xref>, we get that the exponent <inline-formula id="IEq468"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq468_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq468.gif"/></alternatives></inline-formula> from Theorem <xref rid="FPar1" ref-type="">1.1</xref> can equivalently be defined in the whole-plane case.</p></sec><sec id="FPar10"><title>Lemma 2.2</title><p id="Par93">Let <inline-formula id="IEq469"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq469_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq469.gif"/></alternatives></inline-formula> be as in Theorem <xref rid="FPar1" ref-type="">1.1</xref>. For each connected open set <inline-formula id="IEq470"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq470_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq470.gif"/></alternatives></inline-formula>, each distinct <inline-formula id="IEq471"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq471_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq471.gif"/></alternatives></inline-formula>, and each <inline-formula id="IEq472"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq472_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq472.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq473"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq473_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq473.gif"/></alternatives></inline-formula> (at a rate which is allowed to depend on <inline-formula id="IEq474"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>,</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:math><tex-math id="IEq474_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U,z,w,\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq474.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq475"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq475_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq475.gif"/></alternatives></inline-formula>) that<disp-formula id="Equ24"><label>2.6</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ24_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \epsilon ^{ - \frac{1}{d_\gamma + \zeta }} \le D_h^\epsilon \left( z , w ; U \right) \le \epsilon ^{ - \frac{1}{d_\gamma -\zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ24.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar11"><title>Proof</title><p id="Par94">Let <inline-formula id="IEq476"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq476_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S = S_{z,w}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq476.gif"/></alternatives></inline-formula> be the square centered at <inline-formula id="IEq477"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>+</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq477_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(z+w)/2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq477.gif"/></alternatives></inline-formula>, with side length <inline-formula id="IEq478"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math><tex-math id="IEq478_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2|z-w|$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq478.gif"/></alternatives></inline-formula> and sides parallel to the segment from <italic>z</italic> to <italic>w</italic>. Also let <italic>S</italic>(1) be the square with the same center as <italic>S</italic> and three times the side length and let <inline-formula id="IEq479"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq479_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{S(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq479.gif"/></alternatives></inline-formula> be a zero-boundary GFF on <italic>S</italic>(1). If we re-scale and rotate space so that <italic>S</italic>(1) is mapped to the unit square and apply [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Propositions 3.17 and Lemmas 5.3 and 5.4] (see also [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Remark 5.2]), we obtain that with polynomially high probability as <inline-formula id="IEq480"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq480_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq480.gif"/></alternatives></inline-formula>,<disp-formula id="Equ25"><label>2.7</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>S</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mo stretchy="false">{</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">}</mml:mo><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>S</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ25_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \epsilon ^{ - \frac{1}{d_\gamma +\zeta }} \le D_{h^{S(1)}}^\epsilon \left( z , w ; S \right) \le \epsilon ^{ - \frac{1}{d_\gamma -\zeta }} \quad {\text {and}} \quad D_{h^{S(1)}}^\epsilon \left( \{z,w\} ,\partial S \right) \ge \epsilon ^{ - \frac{1}{d_\gamma +\zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ25.gif" position="anchor"/></alternatives></disp-formula>Combining (<xref rid="Equ25" ref-type="disp-formula">2.7</xref>) with Lemma <xref rid="FPar8" ref-type="">2.1</xref> gives the lower bound in (<xref rid="Equ24" ref-type="disp-formula">2.6</xref>) for any choice of <italic>U</italic> and the upper bound in (<xref rid="Equ24" ref-type="disp-formula">2.6</xref>) in the case when <inline-formula id="IEq481"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq481_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq481.gif"/></alternatives></inline-formula>. To get the upper bound for a general choice of <italic>U</italic> and <inline-formula id="IEq482"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq482_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq482.gif"/></alternatives></inline-formula>, we can choose points <inline-formula id="IEq483"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:math><tex-math id="IEq483_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z = z_0,\dots ,z_k = w$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq483.gif"/></alternatives></inline-formula> in <italic>U</italic> such that the square <inline-formula id="IEq484"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:msub></mml:math><tex-math id="IEq484_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_{z_{j-1},z_{j }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq484.gif"/></alternatives></inline-formula> is contained in <italic>U</italic> for each <inline-formula id="IEq485"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq485_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq485.gif"/></alternatives></inline-formula>, then apply the triangle inequality. <inline-formula id="IEq486"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq486_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq486.gif"/></alternatives></inline-formula></p></sec></sec><sec id="Sec11"><title>Heuristic derivation of the LFPP exponent</title><sec><p id="Par95">In this subsection we provide a short heuristic explanation of why one should expect the relationship between LFPP exponents and <inline-formula id="IEq487"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq487_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq487.gif"/></alternatives></inline-formula> described in Theorem <xref rid="FPar5" ref-type="">1.5</xref>, using scaling properties which we expect to be true for the <inline-formula id="IEq488"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq488_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq488.gif"/></alternatives></inline-formula>-LQG metric. The argument here is very different from the rigorous proof of Theorem <xref rid="FPar5" ref-type="">1.5</xref>, but the main source of the relation (the behavior of LQG distances and measures under scaling) is the same. Our explanation is based on the following elementary observation about possible scaling limits of LFPP distances (which we do not yet know exist).</p></sec><sec id="FPar12"><title>Proposition 2.3</title><p id="Par96">Assume that for some <inline-formula id="IEq489"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq489_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq489.gif"/></alternatives></inline-formula>, LFPP with exponent <inline-formula id="IEq490"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq490_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq490.gif"/></alternatives></inline-formula> converges pointwise to a metric in the scaling limit, i.e., there exists <inline-formula id="IEq491"><alternatives><mml:math><mml:mrow><mml:mi>λ</mml:mi><mml:mo>=</mml:mo><mml:mi>λ</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ξ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">R</mml:mi></mml:mrow></mml:math><tex-math id="IEq491_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\lambda = \lambda (\xi )\in {\mathbbm {R}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq491.gif"/></alternatives></inline-formula> such that for each random distribution <italic>h</italic> on <inline-formula id="IEq492"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq492_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq492.gif"/></alternatives></inline-formula> whose law is locally absolutely continuous with respect to the GFF, the limit<disp-formula id="Equ26"><label>2.8</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mrow/><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>P</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">P</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:munder></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>×</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mn>1</mml:mn></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ26_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} \mathfrak {d}_h(z,w)= &amp; {} \lim _{\delta \rightarrow 0} \delta ^{-\lambda } D_{h,{ \textsc {LFPP} }}^{ \xi , \delta }(z,w) = \lim _{\delta \rightarrow 0} \delta ^{-\lambda } \inf _{P\in {\mathcal {P}}_{z,w}} \nonumber \\&amp;\times \int _0^1 e^{\xi h_\delta (P(t))} |P'(t)| \,dt ,\quad \forall z,w\in {\mathbbm {C}} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ26.gif" position="anchor"/></alternatives></disp-formula>exists and defines a metric on <inline-formula id="IEq493"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq493_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq493.gif"/></alternatives></inline-formula>, where <inline-formula id="IEq494"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">P</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:math><tex-math id="IEq494_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {P}}_{z,w}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq494.gif"/></alternatives></inline-formula> is the set of all piecewise continuously differentiable paths <italic>P</italic> from <italic>z</italic> to <italic>w</italic>. Then for <inline-formula id="IEq495"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq495_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq495.gif"/></alternatives></inline-formula>, the limiting metric satisfies the following scaling relations:<disp-formula id="Equ27"><label>2.9</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:mo>log</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mi>C</mml:mi><mml:mi>ξ</mml:mi></mml:msup><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ27_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \mathfrak {d}_{h+ \log C }(z,w) = C^\xi \mathfrak {d}_h(z,w) ,\quad \forall z,w\in {\mathbbm {C}} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ27.gif" position="anchor"/></alternatives></disp-formula>and<disp-formula id="Equ28"><label>2.10</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>Q</mml:mi><mml:mo>log</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>C</mml:mi><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="1em"/><mml:mi>Q</mml:mi><mml:mo>=</mml:mo><mml:mi>Q</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ξ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>λ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">/</mml:mo><mml:mi>ξ</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ28_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \mathfrak {d}_{h(\cdot /C) + Q \log (1/C)}(Cz,Cw) = \mathfrak {d}_h(z,w) ,\quad \forall z,w\in {\mathbbm {C}} \quad \text {for} \quad Q = Q(\xi ) = (1-\lambda )/\xi . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ28.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par97">We emphasize that we are very far from actually proving that (<xref rid="Equ26" ref-type="disp-formula">2.8</xref>) holds (although subsequential limits for a closely related metric are shown to exist when <inline-formula id="IEq496"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq496_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq496.gif"/></alternatives></inline-formula> is small in [<xref ref-type="bibr" rid="CR19">DD19</xref>]).</p></sec><sec id="FPar13"><title>Proof of Proposition 2.3</title><p id="Par98">The relation (<xref rid="Equ27" ref-type="disp-formula">2.9</xref>) is immediate from (<xref rid="Equ26" ref-type="disp-formula">2.8</xref>). To derive (<xref rid="Equ28" ref-type="disp-formula">2.10</xref>), fix <inline-formula id="IEq497"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq497_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq497.gif"/></alternatives></inline-formula> and write <inline-formula id="IEq498"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>C</mml:mi></mml:msup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mi>h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq498_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^C: = h(C^{-1} \cdot )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq498.gif"/></alternatives></inline-formula>. Then<disp-formula id="Equ29"><label>2.11</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msubsup><mml:mi>h</mml:mi><mml:mrow><mml:mi>δ</mml:mi></mml:mrow><mml:mi>C</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ29_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} h_{\delta /C}(P(t)) = h_{ \delta }^C(C P(t)) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ29.gif" position="anchor"/></alternatives></disp-formula>Moreover, <inline-formula id="IEq499"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">P</mml:mi><mml:mrow><mml:mi>C</mml:mi><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>C</mml:mi><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi>C</mml:mi><mml:msub><mml:mi mathvariant="script">P</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq499_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {P}}_{Cz,Cw} = C {\mathcal {P}}_{z,w}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq499.gif"/></alternatives></inline-formula>. Therefore, applying (<xref rid="Equ26" ref-type="disp-formula">2.8</xref>) to <inline-formula id="IEq500"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>C</mml:mi></mml:msup></mml:math><tex-math id="IEq500_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^C$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq500.gif"/></alternatives></inline-formula> gives<disp-formula id="Equ125"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:msup><mml:mi>h</mml:mi><mml:mi>C</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>C</mml:mi><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mspace width="0.166667em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>P</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">P</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:munder><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mn>1</mml:mn></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msubsup><mml:mi>h</mml:mi><mml:mrow><mml:mi>δ</mml:mi></mml:mrow><mml:mi>C</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow/><mml:mo>=</mml:mo><mml:mspace width="0.166667em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mi>C</mml:mi><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>P</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">P</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:munder><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mn>1</mml:mn></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mspace width="1em"/><mml:mtext>(by</mml:mtext><mml:mspace width="3.33333pt"/><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2.11</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mtext>)</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow/><mml:mo>=</mml:mo><mml:mspace width="0.166667em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:munder><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:msup><mml:mi>δ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>P</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">P</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:munder></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>×</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mn>1</mml:mn></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:msup><mml:mi>δ</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mspace width="1em"/><mml:mtext>(by setting</mml:mtext><mml:mspace width="3.33333pt"/><mml:msup><mml:mi>δ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi><mml:mtext>)</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow/><mml:mo>=</mml:mo><mml:mspace width="0.166667em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>λ</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ125_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \mathfrak {d}_{h^C}(C z, C w) =\,&amp;\lim _{\delta \rightarrow 0} \delta ^{-\lambda } \inf _{P\in {\mathcal {P}}_{z,w}} \int _0^1 e^{\xi h_{ \delta }^C( C P(t))} C |P'(t)| \, dt \\ =\,&amp;C \lim _{\delta \rightarrow 0} \delta ^{-\lambda } \inf _{P\in {\mathcal {P}}_{z,w}} \int _0^1 e^{\xi h_{ \delta / C} ( P(t))} |P'(t)| \, dt \quad \text {(by}~(2.11)\text {)} \\ =\,&amp;C^{1-\lambda } \lim _{\delta ' \rightarrow 0} (\delta ')^{-\lambda } \inf _{P\in {\mathcal {P}}_{z,w}} \\&amp;\times \int _0^1 e^{\xi h_{ \delta '} ( P(t))} |P'(t)| \, dt \quad \text {(by setting}~ \delta ' = \delta /C\text {)} \\ =\,&amp;C^{1-\lambda } \mathfrak {d}_h(z,w) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ125.gif" position="anchor"/></alternatives></disp-formula>Re-arranging this gives (<xref rid="Equ28" ref-type="disp-formula">2.10</xref>). <inline-formula id="IEq501"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq501_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq501.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par99">We now explain why Proposition <xref rid="FPar12" ref-type="">2.3</xref> suggests the relations between exponents given in Theorem <xref rid="FPar5" ref-type="">1.5</xref>. Indeed, suppose that for some <inline-formula id="IEq502"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>ξ</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq502_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi = \xi (\gamma ) &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq502.gif"/></alternatives></inline-formula>, the metric (<xref rid="Equ26" ref-type="disp-formula">2.8</xref>) is the “correct” metric on <inline-formula id="IEq503"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq503_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq503.gif"/></alternatives></inline-formula>-LQG (which can be described, e.g., as the one which is the scaling limit of graph distances on random planar maps). We will argue that<disp-formula id="Equ30"><label>2.12</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:mi>λ</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ30_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \xi = \frac{\gamma }{d_\gamma } \quad {\text {and}} \quad \lambda = 1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ30.gif" position="anchor"/></alternatives></disp-formula>Indeed, if (as expected) <inline-formula id="IEq504"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq504_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq504.gif"/></alternatives></inline-formula> is the Hausdorff dimension of <inline-formula id="IEq505"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq505_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq505.gif"/></alternatives></inline-formula>-LQG, then scaling LQG areas by <inline-formula id="IEq506"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq506_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq506.gif"/></alternatives></inline-formula> should correspond to scaling LQG distances by <inline-formula id="IEq507"><alternatives><mml:math><mml:msup><mml:mi>A</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:math><tex-math id="IEq507_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A^{1/d_\gamma }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq507.gif"/></alternatives></inline-formula>. The former is the same as adding <inline-formula id="IEq508"><alternatives><mml:math><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mi>γ</mml:mi></mml:mfrac><mml:mo>log</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:math><tex-math id="IEq508_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{1}{\gamma } \log A$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq508.gif"/></alternatives></inline-formula> to <italic>h</italic>, so by (<xref rid="Equ27" ref-type="disp-formula">2.9</xref>) we get <inline-formula id="IEq509"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>log</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mi>A</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>γ</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mi mathvariant="fraktur">d</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq509_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathfrak {d}_{h + \gamma ^{-1} \log A}(z,w) = A^{\xi /\gamma } \mathfrak {d}_h(z,w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq509.gif"/></alternatives></inline-formula>. Hence we should have <inline-formula id="IEq510"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq510_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi = \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq510.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par100">To see why the formula for <inline-formula id="IEq511"><alternatives><mml:math><mml:mi>λ</mml:mi></mml:math><tex-math id="IEq511_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\lambda $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq511.gif"/></alternatives></inline-formula> in (<xref rid="Equ30" ref-type="disp-formula">2.12</xref>) should hold, we recall the scaling relation for the <inline-formula id="IEq512"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq512_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq512.gif"/></alternatives></inline-formula>-LQG measure <inline-formula id="IEq513"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq513_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq513.gif"/></alternatives></inline-formula> [<xref ref-type="bibr" rid="CR25">DS11</xref>, Proposition 2.1], which says that<disp-formula id="Equ126"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>Q</mml:mi><mml:mo>log</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mi>X</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>X</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="1em"/><mml:mi>Q</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>γ</mml:mi></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ126_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \mu _{h(\cdot /C) + Q\log (1/C)}(C X) = \mu _h(X) \quad \text {for} \quad Q = \frac{2}{\gamma } + \frac{\gamma }{2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ126.gif" position="anchor"/></alternatives></disp-formula>We expect that the <inline-formula id="IEq514"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq514_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq514.gif"/></alternatives></inline-formula>-LQG metric satisfies an analogous scaling relation, with the same value of <italic>Q</italic>. From (<xref rid="Equ28" ref-type="disp-formula">2.10</xref>), we therefore have <inline-formula id="IEq515"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>γ</mml:mi><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>λ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mi>ξ</mml:mi></mml:mrow></mml:math><tex-math id="IEq515_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2/\gamma + \gamma /2 = (1-\lambda )/\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq515.gif"/></alternatives></inline-formula>. Setting <inline-formula id="IEq516"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq516_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi = \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq516.gif"/></alternatives></inline-formula> and re-arranging gives the formula for <inline-formula id="IEq517"><alternatives><mml:math><mml:mi>λ</mml:mi></mml:math><tex-math id="IEq517_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\lambda $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq517.gif"/></alternatives></inline-formula> in (<xref rid="Equ30" ref-type="disp-formula">2.12</xref>).</p></sec><sec id="FPar14"><title>Remark 2.4</title><p id="Par101">(<inline-formula id="IEq518"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq518_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 2/d_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq518.gif"/></alternatives></inline-formula> and <inline-formula id="IEq519"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq519_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c &gt;1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq519.gif"/></alternatives></inline-formula>). Proposition <xref rid="FPar12" ref-type="">2.3</xref> is true for any <inline-formula id="IEq520"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq520_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq520.gif"/></alternatives></inline-formula>, not just for the values <inline-formula id="IEq521"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq521_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi \in (0,2/d_2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq521.gif"/></alternatives></inline-formula> which are related to <inline-formula id="IEq522"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq522_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq522.gif"/></alternatives></inline-formula>-LQG for <inline-formula id="IEq523"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq523_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq523.gif"/></alternatives></inline-formula>. It is proven in [<xref ref-type="bibr" rid="CR42">GP19a</xref>, Lemma 4.1] that in the notation of (<xref rid="Equ28" ref-type="disp-formula">2.10</xref>) one has <inline-formula id="IEq524"><alternatives><mml:math><mml:mrow><mml:mi>Q</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ξ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>λ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mi>ξ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq524_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Q(\xi ) = (1-\lambda )/\xi \in [0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq524.gif"/></alternatives></inline-formula> whenever <inline-formula id="IEq525"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq525_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 2/d_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq525.gif"/></alternatives></inline-formula> (we know <inline-formula id="IEq526"><alternatives><mml:math><mml:mrow><mml:mi>Q</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>γ</mml:mi><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq526_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Q(\gamma /d_\gamma ) = 2/\gamma +\gamma /2 &gt;2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq526.gif"/></alternatives></inline-formula> for <inline-formula id="IEq527"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq527_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq527.gif"/></alternatives></inline-formula> by Theorem <xref rid="FPar5" ref-type="">1.5</xref>). The parameter <italic>Q</italic> is expected to be related to the so-called <italic>central charge</italic><italic>c</italic> by <inline-formula id="IEq528"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn>25</mml:mn><mml:mo>-</mml:mo><mml:mn>6</mml:mn><mml:msup><mml:mi>Q</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq528_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c = 25 -6Q^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq528.gif"/></alternatives></inline-formula> [<xref ref-type="bibr" rid="CR65">Pol87</xref>, <xref ref-type="bibr" rid="CR51">KPZ88</xref>, <xref ref-type="bibr" rid="CR18">Dav88</xref>, <xref ref-type="bibr" rid="CR21">DK89</xref>, <xref ref-type="bibr" rid="CR25">DS11</xref>]. Therefore, Proposition <xref rid="FPar12" ref-type="">2.3</xref> suggests that LFPP for <inline-formula id="IEq529"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq529_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt; 2/d_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq529.gif"/></alternatives></inline-formula> might provide an approximation to a metric on LQG with central charge <inline-formula id="IEq530"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>25</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq530_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c \in (1,25)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq530.gif"/></alternatives></inline-formula>. LQG with <inline-formula id="IEq531"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>25</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq531_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c \in (1,25)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq531.gif"/></alternatives></inline-formula> is much less well-understood than the case when <inline-formula id="IEq532"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>≤</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq532_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c \le 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq532.gif"/></alternatives></inline-formula> (which corresponds to <inline-formula id="IEq533"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq533_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq533.gif"/></alternatives></inline-formula>). See [<xref ref-type="bibr" rid="CR36">GHPR19</xref>] for more on LQG with <inline-formula id="IEq534"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>25</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq534_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c \in (1,25)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq534.gif"/></alternatives></inline-formula>. We believe that the case when <inline-formula id="IEq535"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq535_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt;2/d_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq535.gif"/></alternatives></inline-formula> is of substantial interest, but it is outside the scope of the current paper. Some results for LFPP with <inline-formula id="IEq536"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq536_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt;2/d_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq536.gif"/></alternatives></inline-formula> are proven in [<xref ref-type="bibr" rid="CR42">GP19a</xref>].</p></sec></sec><sec id="Sec12"><title>Proof of monotonicity, continuity, and bounds, assuming universality</title><sec><p id="Par102">In this subsection we will explain why the monotonicity and continuity of of <inline-formula id="IEq537"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq537_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma \mapsto d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq537.gif"/></alternatives></inline-formula> and the bounds (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>) follow from our universality results, in particular Theorems <xref rid="FPar5" ref-type="">1.5</xref> and <xref rid="FPar6" ref-type="">1.6</xref>. Throughout, we let <italic>h</italic> be a whole-plane GFF normalized so that <inline-formula id="IEq538"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq538_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$h_1(0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq538.gif"/></alternatives></inline-formula> and we assume that the limit (<xref rid="Equ8" ref-type="disp-formula">1.8</xref>) exists and that the conclusions of Theorems <xref rid="FPar5" ref-type="">1.5</xref> and <xref rid="FPar6" ref-type="">1.6</xref> are satisfied. Aside from these results, the key input in our proofs is the following elementary monotonicity observation for LFPP distances re-scaled by a quantity proportional to <inline-formula id="IEq539"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi mathvariant="double-struck">E</mml:mi><mml:mo stretchy="false">[</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq539_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$1/{\mathbbm {E}}[e^{\xi h_\delta (z)}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq539.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar15"><title>Lemma 2.5</title><p id="Par103">(Monotonicity of re-scaled LFPP distances). For <inline-formula id="IEq540"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>ξ</mml:mi><mml:mo>&lt;</mml:mo><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq540_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$0&lt; \xi &lt; {\widetilde{\xi }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq540.gif"/></alternatives></inline-formula>, there is a coupling of two whole-plane GFFs <inline-formula id="IEq541"><alternatives><mml:math><mml:mrow><mml:mi>h</mml:mi><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq541_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h \overset{d}{=}{\widetilde{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq541.gif"/></alternatives></inline-formula> such that for each bounded connected open set <inline-formula id="IEq542"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq542_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq542.gif"/></alternatives></inline-formula>, each <inline-formula id="IEq543"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq543_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq543.gif"/></alternatives></inline-formula>, each <inline-formula id="IEq544"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq544_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq544.gif"/></alternatives></inline-formula>, the LFPP distances with exponents <inline-formula id="IEq545"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq545_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq545.gif"/></alternatives></inline-formula> and <inline-formula id="IEq546"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq546_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\xi }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq546.gif"/></alternatives></inline-formula> satisfy<disp-formula id="Equ31"><label>2.13</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>C</mml:mi><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ31_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \delta ^{ {\widetilde{\xi }}^2/2} D_{h,{ \textsc {LFPP} }}^{{\widetilde{\xi }} ,\delta }(z,w ; U) \le C \delta ^{ \xi ^2/2} D_{ h ,{ \textsc {LFPP} }}^{ \xi ,\delta }(z,w ; U) \right] \ge 1 - O_C(1/C) \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ31.gif" position="anchor"/></alternatives></disp-formula>as <inline-formula id="IEq547"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq547_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$C\rightarrow \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq547.gif"/></alternatives></inline-formula>, at a rate which is uniform in <inline-formula id="IEq548"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq548_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq548.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar16"><title>Proof</title><p id="Par104">Let <inline-formula id="IEq549"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq549_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$h'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq549.gif"/></alternatives></inline-formula> be an independent GFF with the same law as <italic>h</italic>. Then the field<disp-formula id="Equ127"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mfenced close=")" open="("><mml:mi>ξ</mml:mi><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:msqrt><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msqrt><mml:msup><mml:mi>h</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ127_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} {\widetilde{h}} := {\widetilde{\xi }}^{-1} \left( \xi h + \sqrt{{\widetilde{\xi }}^2 - \xi ^2} h' \right) \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ127.gif" position="anchor"/></alternatives></disp-formula>has the same law as <italic>h</italic>, as can be seen by computing <inline-formula id="IEq550"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mo stretchy="false">[</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi>g</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq550_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {E}}[({\widetilde{h}} , f) ({\widetilde{h}} , g)]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq550.gif"/></alternatives></inline-formula> for smooth compactly supported functions <italic>f</italic>, <italic>g</italic>. We now need to compare LFPP distances with respect to <italic>h</italic> and <inline-formula id="IEq551"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq551_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq551.gif"/></alternatives></inline-formula>.</p><p id="Par105">By the definition of LFPP, for <inline-formula id="IEq552"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq552_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq552.gif"/></alternatives></inline-formula> and <inline-formula id="IEq553"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq553_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$z,w\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq553.gif"/></alternatives></inline-formula>, we can find a piecewise continuously differentiable path <inline-formula id="IEq554"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq554_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P : [0,T] \rightarrow \overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq554.gif"/></alternatives></inline-formula> from <italic>z</italic> to <italic>w</italic> which is a measurable function of <italic>h</italic> and which satisfies<disp-formula id="Equ128"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ128_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \delta ^{\xi ^2/2} \int _0^T e^{\xi h_\delta (P(t) )} |P'(t)| \, dt \le 2 \delta ^{ \xi ^2/2} D_{h,{ \textsc {LFPP} }}^{\xi ,\delta }(z,w ; U) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ128.gif" position="anchor"/></alternatives></disp-formula>We have<disp-formula id="Equ32"><label>2.14</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mrow><mml:mo maxsize="1.2em" minsize="1.2em" stretchy="true">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>h</mml:mi></mml:mfenced></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>≤</mml:mo><mml:mi mathvariant="double-struck">E</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mspace width="0.166667em"/><mml:mrow><mml:mo maxsize="1.2em" minsize="1.2em" stretchy="true">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>h</mml:mi></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:msqrt><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msqrt><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mrow><mml:mo maxsize="1.2em" minsize="1.2em" stretchy="true">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>h</mml:mi></mml:mfenced><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ32_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {E}}\left[ \delta ^{ {\widetilde{\xi }}^2 / 2} D_{{\widetilde{h}},{ \textsc {LFPP} }}^{{\widetilde{\xi }},\delta }(z,w ; U) \,\big |\, h \right]&amp;\le {\mathbbm {E}}\left[ \delta ^{ {\widetilde{\xi }}^2 / 2} \int _0^T e^{{\widetilde{\xi }} {\widetilde{h}}_\delta (P(t) ) } |P'(t)| \, dt \,\big |\, h \right] \nonumber \\&amp;= \delta ^{ {\widetilde{\xi }}^2 / 2} \int _0^T e^{\xi h_\delta (P(t) ) } |P'(t)| {\mathbbm {E}}\left[ e^{ \sqrt{{\widetilde{\xi }}^2 - \xi ^2} h'_\delta (P(t))} \,\big |\, h \right] \, dt . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ32.gif" position="anchor"/></alternatives></disp-formula>By the calculations in [<xref ref-type="bibr" rid="CR25">DS11</xref>, Section 3.1], the circle average <inline-formula id="IEq555"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>u</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq555_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h'_\delta (u)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq555.gif"/></alternatives></inline-formula> is independent from <italic>h</italic> and is centered Gaussian with variance at most <inline-formula id="IEq556"><alternatives><mml:math><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq556_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\log \delta ^{-1} + O_\delta (1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq556.gif"/></alternatives></inline-formula> (with the <inline-formula id="IEq557"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq557_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_\delta (1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq557.gif"/></alternatives></inline-formula> uniform over all <inline-formula id="IEq558"><alternatives><mml:math><mml:mrow><mml:mi>u</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq558_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$u\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq558.gif"/></alternatives></inline-formula>), so <inline-formula id="IEq559"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:msqrt><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msqrt><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mrow><mml:mo maxsize="1.2em" minsize="1.2em" stretchy="true">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>h</mml:mi></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq559_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {E}}\left[ e^{ \sqrt{{\widetilde{\xi }}^2 - \xi ^2} h'_\delta (P(t))} \,\big |\, h \right] $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq559.gif"/></alternatives></inline-formula> above is bounded above by a deterministic constant (depending only on <inline-formula id="IEq560"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq560_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq560.gif"/></alternatives></inline-formula> and <inline-formula id="IEq561"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq561_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\xi }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq561.gif"/></alternatives></inline-formula>) times <inline-formula id="IEq562"><alternatives><mml:math><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math><tex-math id="IEq562_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta ^{({\widetilde{\xi }}^2 - \xi ^2)/2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq562.gif"/></alternatives></inline-formula>. Therefore,<disp-formula id="Equ129"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mover accent="true"><mml:mi>ξ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mrow><mml:mo maxsize="1.2em" minsize="1.2em" stretchy="true">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>h</mml:mi></mml:mfenced><mml:mo>⪯</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>P</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>⪯</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>,</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ129_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {E}}\left[ \delta ^{{\widetilde{\xi }}^2/2} D_{{\widetilde{h}},{ \textsc {LFPP} }}^{{\widetilde{\xi }} , \delta }(z,w ; U) \,\big |\, h \right] \preceq \delta ^{\xi ^2/2} \int _0^T e^{\xi h_\delta (P(t) ) } |P'(t)| \, dt \preceq \delta ^{\xi ^2/2} D_{h ,{ \textsc {LFPP} }}^{\xi ,\delta }(z,w ; U) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ129.gif" position="anchor"/></alternatives></disp-formula>with a deterministic implicit constant. We now conclude by means of Markov’s inequality. <inline-formula id="IEq563"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq563_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq563.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par106">By Theorem <xref rid="FPar5" ref-type="">1.5</xref> and Lemma <xref rid="FPar15" ref-type="">2.5</xref>, for <inline-formula id="IEq564"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq564_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma _1,\gamma _2 \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq564.gif"/></alternatives></inline-formula>,<disp-formula id="Equ33"><label>2.15</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mfrac><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mo>≤</mml:mo><mml:mfrac><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mspace width="1em"/><mml:mo stretchy="false">⇒</mml:mo><mml:mspace width="1em"/><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac><mml:mo>≤</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ33_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \frac{\gamma _1}{d_{\gamma _1}} \le \frac{\gamma _2}{d_{\gamma _2}} \quad \Rightarrow \quad 1-\frac{2}{d_{\gamma _1} } - \frac{\gamma _1^2}{2d_{\gamma _1}} + \frac{\gamma _1^2}{2d_{\gamma _1}^2} \le 1-\frac{2}{d_{\gamma _2} } - \frac{\gamma _2^2}{2d_{\gamma _2}} + \frac{\gamma _2^2}{2d_{\gamma _2}^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ33.gif" position="anchor"/></alternatives></disp-formula>We will now use the relation (<xref rid="Equ33" ref-type="disp-formula">2.15</xref>) to prove the properties of <inline-formula id="IEq565"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq565_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq565.gif"/></alternatives></inline-formula> stated in Theorem <xref rid="FPar2" ref-type="">1.2</xref>.</p></sec><sec id="FPar17"><title>Proposition 2.6</title><p id="Par107">The function <inline-formula id="IEq566"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq566_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \mapsto d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq566.gif"/></alternatives></inline-formula> is strictly increasing on (0, 2).</p></sec><sec id="FPar18"><title>Proof</title><p id="Par108">Suppose by way of contradiction that there exists <inline-formula id="IEq567"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq567_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0&lt; \gamma _1&lt; \gamma _2 &lt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq567.gif"/></alternatives></inline-formula> such that <inline-formula id="IEq568"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo>≥</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq568_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_{\gamma _1} \ge d_{\gamma _2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq568.gif"/></alternatives></inline-formula>. Then <inline-formula id="IEq569"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq569_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma _1/d_{\gamma _1} &lt; \gamma _2/d_{\gamma _2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq569.gif"/></alternatives></inline-formula>. We will argue that<disp-formula id="Equ34"><label>2.16</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ34_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} 1-\frac{2}{d_{\gamma _1} } - \frac{\gamma _1^2}{2d_{\gamma _1}} + \frac{\gamma _1^2}{2d_{\gamma _1}^2} &gt; 1-\frac{2}{d_{\gamma _2} } - \frac{\gamma _2^2}{2d_{\gamma _2}} + \frac{\gamma _2^2}{2d_{\gamma _2}^2} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ34.gif" position="anchor"/></alternatives></disp-formula>which will contradict (<xref rid="Equ33" ref-type="disp-formula">2.15</xref>). To this end, choose a non-increasing continuously differentiable function <inline-formula id="IEq570"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq570_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f : [\gamma _1,\gamma _2] \rightarrow [d_{\gamma _2} , d_{\gamma _1}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq570.gif"/></alternatives></inline-formula> with <inline-formula id="IEq571"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq571_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\gamma _1) = d_{\gamma _1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq571.gif"/></alternatives></inline-formula> and <inline-formula id="IEq572"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq572_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\gamma _2) = d_{\gamma _2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq572.gif"/></alternatives></inline-formula> and set<disp-formula id="Equ130"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ130_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} g(\gamma ) := 1-\frac{2}{f(\gamma ) } - \frac{\gamma ^2}{2 f(\gamma )} + \frac{\gamma ^2}{2 f(\gamma )^2} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ130.gif" position="anchor"/></alternatives></disp-formula>so that (<xref rid="Equ34" ref-type="disp-formula">2.16</xref>) is the same as <inline-formula id="IEq573"><alternatives><mml:math><mml:mrow><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq573_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$g(\gamma _1) &gt; g(\gamma _2) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq573.gif"/></alternatives></inline-formula>. Implicit differentiation gives<disp-formula id="Equ131"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>g</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:mrow><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:mi>γ</mml:mi><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mfenced close=")" open="("><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mrow><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>3</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ131_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} g'(\gamma ) = \left( \frac{ \gamma }{f (\gamma )^2} - \frac{\gamma }{f(\gamma )} \right) + f'(\gamma ) \left( \frac{\gamma ^2 }{2f(\gamma )^2} + \frac{2 }{f(\gamma )^2} - \frac{\gamma ^2 }{f(\gamma )^3} \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ131.gif" position="anchor"/></alternatives></disp-formula>Since <inline-formula id="IEq574"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>≥</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq574_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma \ge 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq574.gif"/></alternatives></inline-formula>, we have <inline-formula id="IEq575"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>≥</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq575_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(\gamma ) \ge 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq575.gif"/></alternatives></inline-formula>, so<disp-formula id="Equ132"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mfrac><mml:mi>γ</mml:mi><mml:mrow><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:mi>γ</mml:mi><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac><mml:mo>&lt;</mml:mo><mml:mn>0</mml:mn><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mrow><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>3</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>≥</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mrow><mml:mi>f</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ132_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \frac{ \gamma }{f (\gamma )^2} - \frac{\gamma }{f(\gamma )} &lt; 0 \quad {\text {and}} \quad \frac{\gamma ^2 }{2 f(\gamma )^2} + \frac{2 }{f(\gamma )^2} - \frac{\gamma ^2 }{f(\gamma )^3} \ge \frac{2}{f(\gamma )^2} &gt; 0 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ132.gif" position="anchor"/></alternatives></disp-formula>Since <inline-formula id="IEq576"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>f</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq576_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f'(\gamma ) \le 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq576.gif"/></alternatives></inline-formula>, it follows that <inline-formula id="IEq577"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>g</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&lt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq577_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$g'(\gamma ) &lt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq577.gif"/></alternatives></inline-formula>, and in particular <inline-formula id="IEq578"><alternatives><mml:math><mml:mrow><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq578_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$g(\gamma _1) &gt; g(\gamma _2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq578.gif"/></alternatives></inline-formula>, which is the desired contradiction. <inline-formula id="IEq579"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq579_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq579.gif"/></alternatives></inline-formula></p></sec><sec id="FPar19"><title>Proof of Proposition 1.7</title><p id="Par109">Since <inline-formula id="IEq580"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq580_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \mapsto d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq580.gif"/></alternatives></inline-formula> is increasing (Proposition <xref rid="FPar17" ref-type="">2.6</xref>), the function <inline-formula id="IEq581"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq581_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \mapsto \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq581.gif"/></alternatives></inline-formula> is continuous except possibly for countably many downward jumps. (It is also not hard to check directly that <inline-formula id="IEq582"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq582_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq582.gif"/></alternatives></inline-formula>, and hence also <inline-formula id="IEq583"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq583_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq583.gif"/></alternatives></inline-formula>, is continuous, but this is not necessary for our argument here. We will check that <inline-formula id="IEq584"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq584_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq584.gif"/></alternatives></inline-formula> is continuous in the proof of Theorem <xref rid="FPar2" ref-type="">1.2</xref> below.) Clearly, <inline-formula id="IEq585"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq585_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma /d_\gamma \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq585.gif"/></alternatives></inline-formula> as <inline-formula id="IEq586"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq586_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq586.gif"/></alternatives></inline-formula>. By Lemma <xref rid="FPar20" ref-type="">2.7</xref> just below, to show that <inline-formula id="IEq587"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq587_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \mapsto \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq587.gif"/></alternatives></inline-formula> is strictly increasing it therefore suffices to show that this function is injective. To this end, suppose <inline-formula id="IEq588"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq588_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0&lt;\gamma _1 \le \gamma _2 &lt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq588.gif"/></alternatives></inline-formula> such that <inline-formula id="IEq589"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq589_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma _1/d_{\gamma _1} = \gamma _2/d_{\gamma _2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq589.gif"/></alternatives></inline-formula>. We will show that <inline-formula id="IEq590"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq590_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma _1=\gamma _2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq590.gif"/></alternatives></inline-formula>. By Theorem <xref rid="FPar5" ref-type="">1.5</xref>,<disp-formula id="Equ133"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msubsup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn><mml:mn>2</mml:mn></mml:msubsup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ133_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} 1-\frac{2}{d_{\gamma _1} } - \frac{\gamma _1^2}{2d_{\gamma _1}} = 1-\frac{2}{d_{\gamma _2} } - \frac{\gamma _2^2}{2d_{\gamma _2}} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ133.gif" position="anchor"/></alternatives></disp-formula>Writing <inline-formula id="IEq591"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq591_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi = \gamma _1/d_{\gamma _1} = \gamma _2/d_{\gamma _2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq591.gif"/></alternatives></inline-formula>, subtracting 1 from both sides, then dividing by <inline-formula id="IEq592"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>ξ</mml:mi></mml:mrow></mml:math><tex-math id="IEq592_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$-\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq592.gif"/></alternatives></inline-formula> gives<disp-formula id="Equ134"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mn>2</mml:mn></mml:mfrac><mml:mo>=</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mn>2</mml:mn></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ134_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \frac{2 }{\gamma _1 } + \frac{\gamma _1 }{2} = \frac{2 }{ \gamma _2 } + \frac{ \gamma _2 }{2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ134.gif" position="anchor"/></alternatives></disp-formula>Since <inline-formula id="IEq593"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq593_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0&lt;\gamma _1\le \gamma _2&lt;2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq593.gif"/></alternatives></inline-formula>, this implies that <inline-formula id="IEq594"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq594_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma _1 = \gamma _2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq594.gif"/></alternatives></inline-formula>. Hence <inline-formula id="IEq595"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq595_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \mapsto \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq595.gif"/></alternatives></inline-formula> is strictly increasing. Combining this with (<xref rid="Equ33" ref-type="disp-formula">2.15</xref>) shows that <inline-formula id="IEq596"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mrow></mml:math><tex-math id="IEq596_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \mapsto 1-\frac{2}{d_{\gamma } } - \frac{\gamma ^2}{2d_{\gamma }} + \frac{\gamma ^2}{2d_\gamma ^2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq596.gif"/></alternatives></inline-formula> is non-decreasing. <inline-formula id="IEq597"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq597_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq597.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par110">We now prove the following elementary lemma which was used in the proof of Proposition <xref rid="FPar7" ref-type="">1.7</xref>.</p></sec><sec id="FPar20"><title>Lemma 2.7</title><p id="Par111">Let <inline-formula id="IEq598"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">→</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq598_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f : [0,1] \rightarrow [0,\infty )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq598.gif"/></alternatives></inline-formula> be an injective function such that <inline-formula id="IEq599"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq599_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq599.gif"/></alternatives></inline-formula> and <italic>f</italic> has no upward jumps, i.e., <inline-formula id="IEq600"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">lim inf</mml:mo><mml:mrow><mml:mi>y</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mi>x</mml:mi><mml:mo>-</mml:mo></mml:msup></mml:mrow></mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq600_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\liminf _{y\rightarrow x^-} f(y) \ge f(x)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq600.gif"/></alternatives></inline-formula> and <inline-formula id="IEq601"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">lim sup</mml:mo><mml:mrow><mml:mi>y</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mi>x</mml:mi><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq601_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\limsup _{y\rightarrow x^+} f(y) \le f(x)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq601.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq602"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq602_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x \in [0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq602.gif"/></alternatives></inline-formula>. Then <italic>f</italic> is continuous and strictly increasing.</p></sec><sec id="FPar21"><title>Proof</title><p id="Par112">We claim that the range of <italic>f</italic> is an interval. Indeed, suppose <inline-formula id="IEq603"><alternatives><mml:math><mml:mrow><mml:mi>b</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq603_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$b\in (0,\max _{x\in [0,1]} f(x) )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq603.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq604"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mo movablelimits="true">sup</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq604_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x_* := \sup \{x\in [0,1] : f(x) \le b\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq604.gif"/></alternatives></inline-formula>. By left upper semicontinuity, <inline-formula id="IEq605"><alternatives><mml:math><mml:mrow><mml:mi>b</mml:mi><mml:mo>≥</mml:mo><mml:msub><mml:mo movablelimits="true">lim inf</mml:mo><mml:mrow><mml:mi>y</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msubsup><mml:mi>x</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq605_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
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				\begin{document}$$b \ge \liminf _{y\rightarrow x_*^-} f(y) \ge f(x_*)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq605.gif"/></alternatives></inline-formula> and by right lower semicontinuity, <inline-formula id="IEq606"><alternatives><mml:math><mml:mrow><mml:mi>b</mml:mi><mml:mo>≤</mml:mo><mml:msub><mml:mo movablelimits="true">lim sup</mml:mo><mml:mrow><mml:mi>y</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msubsup><mml:mi>x</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq606_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$b \le \limsup _{y\rightarrow x_*^+} f(y) \le f(x_*)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq606.gif"/></alternatives></inline-formula>, so <inline-formula id="IEq607"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mi>b</mml:mi></mml:mrow></mml:math><tex-math id="IEq607_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(x_*) = b$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq607.gif"/></alternatives></inline-formula>. The same applies to the restriction of <italic>f</italic> to [0, <italic>x</italic>] for any <inline-formula id="IEq608"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq608_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in [0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq608.gif"/></alternatives></inline-formula>. Consequently, if <inline-formula id="IEq609"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>≤</mml:mo><mml:mi>x</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>y</mml:mi><mml:mo>≤</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq609_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0 \le x &lt; y \le 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq609.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq610"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq610_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(x) &lt; f(y)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq610.gif"/></alternatives></inline-formula> since otherwise we would have <inline-formula id="IEq611"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">]</mml:mo><mml:mo>⊂</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq611_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(y) \in [0,f(x)] \subset f([0,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq611.gif"/></alternatives></inline-formula> which would contradict the injectivity of <italic>f</italic>. This shows that <italic>f</italic> is strictly increasing, so since <italic>f</italic> has no upward jumps <italic>f</italic> must be continuous. <inline-formula id="IEq612"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq612_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq612.gif"/></alternatives></inline-formula></p></sec><sec id="FPar22"><title>Proof of Theorem 1.2</title><p id="Par113">The monotonicity of <inline-formula id="IEq613"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq613_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq613.gif"/></alternatives></inline-formula> was proven in Proposition <xref rid="FPar17" ref-type="">2.6</xref>. The lower bound (<xref rid="Equ6" ref-type="disp-formula">1.6</xref>) for the asymptotics as <inline-formula id="IEq614"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:msup><mml:mn>0</mml:mn><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math><tex-math id="IEq614_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \rightarrow 0^+$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq614.gif"/></alternatives></inline-formula> follows from [<xref ref-type="bibr" rid="CR20">DG16</xref>, Theorem 1.1]. Since <inline-formula id="IEq615"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq615_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\gamma \mapsto d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq615.gif"/></alternatives></inline-formula> and <inline-formula id="IEq616"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>↦</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq616_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\gamma \mapsto \gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq616.gif"/></alternatives></inline-formula> are increasing, for <inline-formula id="IEq617"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq617_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$0&lt; \gamma _1&lt; \gamma _2 &lt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq617.gif"/></alternatives></inline-formula> we have<disp-formula id="Equ135"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub><mml:mo>≤</mml:mo><mml:mfrac><mml:msub><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mfrac><mml:msub><mml:mi>d</mml:mi><mml:msub><mml:mi>γ</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ135_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} d_{\gamma _1} \le d_{\gamma _2} \le \frac{\gamma _2}{\gamma _1} d_{\gamma _1} , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ135.gif" position="anchor"/></alternatives></disp-formula>which gives the desired local Lipschitz continuity of <inline-formula id="IEq618"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq618_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq618.gif"/></alternatives></inline-formula>.</p><p id="Par114">To prove the bounds (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>), we argue as follows. By Theorem <xref rid="FPar6" ref-type="">1.6</xref> (applied in the case of the UIPT) and [<xref ref-type="bibr" rid="CR5">Ang03</xref>, Theorem 1.2], we get <inline-formula id="IEq619"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq619_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_{\sqrt{8/3}} = 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq619.gif"/></alternatives></inline-formula>. Hence the monotonicity of (<xref rid="Equ13" ref-type="disp-formula">1.13</xref>) of Proposition <xref rid="FPar7" ref-type="">1.7</xref> shows that<disp-formula id="Equ35"><label>2.17</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>≥</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msqrt><mml:mn>6</mml:mn></mml:msqrt></mml:mfrac><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>≤</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msqrt><mml:mn>6</mml:mn></mml:msqrt></mml:mfrac><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ35_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} \frac{\gamma }{d_\gamma } \ge \frac{1}{\sqrt{6}} , \quad \forall \gamma \in (\sqrt{8/3} , 2) \quad \text {and} \quad \frac{\gamma }{d_\gamma } \le \frac{1}{\sqrt{6}} ,\quad \forall \gamma \in (0,\sqrt{8/3}) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ35.gif" position="anchor"/></alternatives></disp-formula>Similarly, using the monotonicity of (<xref rid="Equ14" ref-type="disp-formula">1.14</xref>) we get<disp-formula id="Equ36"><label>2.18</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac><mml:mo>≥</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>4</mml:mn></mml:mfrac><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="1em"/><mml:mtext>and</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msubsup><mml:mi>d</mml:mi><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac><mml:mo>≤</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>4</mml:mn></mml:mfrac><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ36_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned}&amp;1-\frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } + \frac{\gamma ^2}{2d_\gamma ^2} \ge \frac{1}{4} , \quad \forall \gamma \in (\sqrt{8/3} , 2) \quad \text {and} \nonumber \\&amp;1-\frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } + \frac{\gamma ^2}{2d_\gamma ^2} \le \frac{1}{4} ,\quad \forall \gamma \in (0,\sqrt{8/3}) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ36.gif" position="anchor"/></alternatives></disp-formula>Finally, from the bounds for the volume of a metric ball in the mated-CRT map from [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Theorem 1.10], we get<disp-formula id="Equ37"><label>2.19</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mrow><mml:mn>4</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msqrt><mml:mrow><mml:mn>16</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>4</mml:mn></mml:msup></mml:mrow></mml:msqrt></mml:mrow></mml:mfrac><mml:mo>≤</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>+</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mi>γ</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ37_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \frac{2\gamma ^2}{4+\gamma ^2-\sqrt{16+\gamma ^4}} \le d_\gamma \le 2 + \frac{\gamma ^2}{2} + \sqrt{2} \gamma ,\quad \forall \gamma \in (0,2) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ37.gif" position="anchor"/></alternatives></disp-formula>Combining (<xref rid="Equ35" ref-type="disp-formula">2.17</xref>), (<xref rid="Equ36" ref-type="disp-formula">2.18</xref>), and (<xref rid="Equ37" ref-type="disp-formula">2.19</xref>) gives (<xref rid="Equ3" ref-type="disp-formula">1.3</xref>). <inline-formula id="IEq620"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq620_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq620.gif"/></alternatives></inline-formula></p></sec></sec></sec><sec id="Sec13"><title>Estimates for Liouville Graph Distance and LFPP</title><p id="Par115">The goal of this section is to prove Theorems <xref rid="FPar4" ref-type="">1.4</xref> and <xref rid="FPar5" ref-type="">1.5</xref>. For most of our arguments, instead of working with the GFF we will work with two approximations of the GFF defined by integrating the transition density of Brownian motion against a white noise which we introduce in Sect. <xref rid="Sec14" ref-type="sec">3.1</xref>. The process <inline-formula id="IEq621"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq621_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq621.gif"/></alternatives></inline-formula>, defined in (<xref rid="Equ38" ref-type="disp-formula">3.1</xref>), possesses several exact scale and translation invariance properties which make it especially suitable for multi-scale analysis. The process <inline-formula id="IEq622"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq622_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq622.gif"/></alternatives></inline-formula>, defined in (<xref rid="Equ40" ref-type="disp-formula">3.3</xref>), is a truncated version of <inline-formula id="IEq623"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq623_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq623.gif"/></alternatives></inline-formula> which is no longer scale invariant in law but satisfies a local independence property which will be useful in various “percolation”-style arguments below. We will prove in Lemmas <xref rid="FPar24" ref-type="">3.2</xref> and <xref rid="FPar34" ref-type="">3.7</xref>, respectively, that Liouville graph distance and LFPP with respect to either <inline-formula id="IEq624"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq624_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq624.gif"/></alternatives></inline-formula> or <inline-formula id="IEq625"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq625_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq625.gif"/></alternatives></inline-formula> can be compared to the analogous distances with respect to a GFF.</p><p id="Par116">In Sect. <xref rid="Sec18" ref-type="sec">3.2</xref>, we prove Theorem <xref rid="FPar4" ref-type="">1.4</xref> by first establishing an upper concentration estimate for the Liouville graph distance between the two sides of a rectangle (using a percolation argument). We then apply this estimate at several scales and take a union bound to get an upper bound on the distance between the two sides of many different rectangles simultaneously. This then leads to an upper bound for the Liouville graph distance diameter of the unit square by concatenating paths within these rectangles in an appropriate manner.</p><p id="Par117">In Sects. <xref rid="Sec19" ref-type="sec">3.3</xref> and <xref rid="Sec20" ref-type="sec">3.4</xref>, respectively, we prove the upper and lower bounds for LFPP from Theorem <xref rid="FPar5" ref-type="">1.5</xref>. The basic idea of the proofs in both cases is to fix a small parameter <inline-formula id="IEq626"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq626_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq626.gif"/></alternatives></inline-formula> (it turns out that any <inline-formula id="IEq627"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>β</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq627_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0&lt; \beta &lt; 2/(2+\gamma )^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq627.gif"/></alternatives></inline-formula> will suffice) and compare LFPP with circle-average radius <inline-formula id="IEq628"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq628_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta = \epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq628.gif"/></alternatives></inline-formula> to Liouville graph distance defined using balls of LQG mass at most <inline-formula id="IEq629"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq629_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq629.gif"/></alternatives></inline-formula>. We know the latter distance can be described in terms of <inline-formula id="IEq630"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq630_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq630.gif"/></alternatives></inline-formula> by Theorems <xref rid="FPar1" ref-type="">1.1</xref> and <xref rid="FPar4" ref-type="">1.4</xref>. To carry out the comparison, we will first condition on the field at scale <inline-formula id="IEq631"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq631_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq631.gif"/></alternatives></inline-formula> (in the sense of the white-noise approximation process <inline-formula id="IEq632"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq632_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq632.gif"/></alternatives></inline-formula>). We will then estimate the Liouville graph distance within each sub-square of the unit square of side length approximately <inline-formula id="IEq633"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq633_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq633.gif"/></alternatives></inline-formula>. This will be done using our known estimates for Liouville graph distance and the scaling properties of this distance when one re-scales space and adds a constant to the field (this “constant” will depend on the values of the field at scale <inline-formula id="IEq634"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq634_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq634.gif"/></alternatives></inline-formula>).</p><p id="Par118">For the proofs in this section, it will often be convenient to consider decompositions into dyadic squares and rectangles, so here we introduce some notation to describe rectangles. All of the rectangles we consider will be closed.<list list-type="bullet"><list-item><p id="Par119">We write <inline-formula id="IEq635"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq635_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathbbm {S}} = [0,1]^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq635.gif"/></alternatives></inline-formula> for the unit square.</p></list-item><list-item><p id="Par120">For a square <inline-formula id="IEq636"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq636_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq636.gif"/></alternatives></inline-formula>, we write |<italic>S</italic>| for its side length and <inline-formula id="IEq637"><alternatives><mml:math><mml:msub><mml:mi>v</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq637_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$v_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq637.gif"/></alternatives></inline-formula> for its center.</p></list-item><list-item><p id="Par121">For a rectangle <inline-formula id="IEq638"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq638_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R \subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq638.gif"/></alternatives></inline-formula> and <inline-formula id="IEq639"><alternatives><mml:math><mml:mrow><mml:mi>r</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq639_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$r &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq639.gif"/></alternatives></inline-formula>, we write <italic>R</italic>(<italic>r</italic>) for the closed <italic>r</italic>-neighborhood of <italic>R</italic> with respect to the <inline-formula id="IEq640"><alternatives><mml:math><mml:msup><mml:mi>L</mml:mi><mml:mi>∞</mml:mi></mml:msup></mml:math><tex-math id="IEq640_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$L^\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq640.gif"/></alternatives></inline-formula> metric, i.e., the rectangle with the same center as <italic>R</italic> whose sides are parallel to <italic>R</italic> and have length <inline-formula id="IEq641"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:mi>r</mml:mi></mml:mrow></mml:math><tex-math id="IEq641_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1 + 2r$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq641.gif"/></alternatives></inline-formula> times the side lengths of <italic>R</italic>.</p></list-item></list></p><sec id="Sec14"><title>White noise approximation</title><sec><p id="Par122">In this subsection we will introduce various white-noise approximations of the Gaussian free field which are often more convenient to work with than the GFF itself and discuss several properties of these processes, many of which were proven in [<xref ref-type="bibr" rid="CR20">DG16</xref>, <xref ref-type="bibr" rid="CR30">DZZ18a</xref>]. Let <italic>W</italic> be a space-time white noise on <inline-formula id="IEq642"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq642_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}\times [0,\infty )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq642.gif"/></alternatives></inline-formula>, i.e., <inline-formula id="IEq643"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>W</mml:mi><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mi>f</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq643_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{(W,f) : f\in L^2({\mathbbm {C}}\times [0,\infty ))\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq643.gif"/></alternatives></inline-formula> is a centered Gaussian process with covariances <inline-formula id="IEq644"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>W</mml:mi><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>W</mml:mi><mml:mo>,</mml:mo><mml:mi>g</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mo>∫</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:msub><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>∞</mml:mi></mml:msubsup><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi>g</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math><tex-math id="IEq644_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {E}}[(W,f) (W,g) ] = \int _{\mathbbm {C}}\int _0^\infty f(z,s) g(z,s) \,ds \, dz$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq644.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq645"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>L</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq645_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f\in L^2({\mathbbm {C}}\times [0,\infty ))$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq645.gif"/></alternatives></inline-formula> and Borel measurable sets <inline-formula id="IEq646"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq646_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq646.gif"/></alternatives></inline-formula> and <inline-formula id="IEq647"><alternatives><mml:math><mml:mrow><mml:mi>I</mml:mi><mml:mo>⊂</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq647_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$I\subset [0,\infty )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq647.gif"/></alternatives></inline-formula>, we slightly abuse notation by writing<disp-formula id="Equ136"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mo>∫</mml:mo><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mo>∫</mml:mo><mml:mi>I</mml:mi></mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>W</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>d</mml:mi><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>W</mml:mi><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:msub><mml:mn mathvariant="double-struck">1</mml:mn><mml:mrow><mml:mi>A</mml:mi><mml:mo>×</mml:mo><mml:mi>I</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ136_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \int _A\int _I f(z,s) \, W(dz,ds) := (W , f \mathbbm {1}_{A\times I} ) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ136.gif" position="anchor"/></alternatives></disp-formula>For an open set <inline-formula id="IEq648"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq648_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U \subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq648.gif"/></alternatives></inline-formula>, we write <inline-formula id="IEq649"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mi>U</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq649_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p_U(s ; z,w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq649.gif"/></alternatives></inline-formula> for the transition density of Brownian motion killed upon exiting <italic>U</italic>, so that for <inline-formula id="IEq650"><alternatives><mml:math><mml:mrow><mml:mi>s</mml:mi><mml:mo>≥</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq650_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$s\ge 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq650.gif"/></alternatives></inline-formula>, <inline-formula id="IEq651"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq651_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq651.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq652"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>⊂</mml:mo><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq652_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A\subset \overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq652.gif"/></alternatives></inline-formula>, the integral <inline-formula id="IEq653"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo>∫</mml:mo><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>p</mml:mi><mml:mi>U</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi></mml:mrow></mml:math><tex-math id="IEq653_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\int _A p_U(s;z,w) \,dw$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq653.gif"/></alternatives></inline-formula> gives the probability that a standard planar Brownian motion <inline-formula id="IEq654"><alternatives><mml:math><mml:mi mathvariant="script">B</mml:mi></mml:math><tex-math id="IEq654_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq654.gif"/></alternatives></inline-formula> started from <italic>z</italic> satisfies <inline-formula id="IEq655"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">B</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq655_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}([0,s]) \subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq655.gif"/></alternatives></inline-formula> and <inline-formula id="IEq656"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">B</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mo>∈</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:math><tex-math id="IEq656_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}_s \in A$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq656.gif"/></alternatives></inline-formula>. We also write<disp-formula id="Equ137"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>p</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mi mathvariant="double-struck">C</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mn>2</mml:mn><mml:mi>π</mml:mi><mml:mi>s</mml:mi></mml:mrow></mml:mfrac><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ137_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} p(s;z,w) := p_{{\mathbbm {C}}}(s;z,w) = \frac{1}{2\pi s} \exp \left( - \frac{|z-w|^2}{2s} \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ137.gif" position="anchor"/></alternatives></disp-formula>Following [<xref ref-type="bibr" rid="CR20">DG16</xref>, Section 3], we define the centered Gaussian process<disp-formula id="Equ38"><label>3.1</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msqrt><mml:mi>π</mml:mi></mml:msqrt><mml:msub><mml:mo>∫</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:msub><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:mi>p</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>W</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ38_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\widehat{h}}_t (z) := \sqrt{\pi }\int _{{\mathbbm {C}}} \int _{t^2}^1 p (s/2 ;z,w) \, W(dw,ds) ,\quad \forall t \in [0,1] , \quad \forall z\in {\mathbbm {C}} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ38.gif" position="anchor"/></alternatives></disp-formula>We write <inline-formula id="IEq657"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq657_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}} := {\widehat{h}}_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq657.gif"/></alternatives></inline-formula>. Note that <inline-formula id="IEq658"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi></mml:msub></mml:math><tex-math id="IEq658_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_t$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq658.gif"/></alternatives></inline-formula> is called <inline-formula id="IEq659"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msubsup></mml:math><tex-math id="IEq659_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _t^1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq659.gif"/></alternatives></inline-formula> in [<xref ref-type="bibr" rid="CR20">DG16</xref>]. By [<xref ref-type="bibr" rid="CR20">DG16</xref>, Lemma 3.1] and Kolmogorov’s criterion, each <inline-formula id="IEq660"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi></mml:msub></mml:math><tex-math id="IEq660_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_t$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq660.gif"/></alternatives></inline-formula> for <inline-formula id="IEq661"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq661_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t \in (0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq661.gif"/></alternatives></inline-formula> admits a continuous modification. Henceforth whenever we work with <inline-formula id="IEq662"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi></mml:msub></mml:math><tex-math id="IEq662_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_t$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq662.gif"/></alternatives></inline-formula> we will assume that it has been replaced with such a modification. The process <inline-formula id="IEq663"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq663_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq663.gif"/></alternatives></inline-formula> does not admit a continuous modification, but makes sense as a distribution: indeed, it is easily checked that its integral against any smooth compactly supported test function is Gaussian with finite variance. This distribution is not itself a Gaussian free field, but it does approximate a Gaussian free field in several useful respects (see in particular Lemmas <xref rid="FPar23" ref-type="">3.1</xref> and <xref rid="FPar34" ref-type="">3.7</xref>). We record the formula<disp-formula id="Equ39"><label>3.2</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mtext>Var</mml:mtext><mml:mfenced close=")" open="("><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mo>log</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">/</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>t</mml:mi><mml:mo>&lt;</mml:mo><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>&lt;</mml:mo><mml:mn>1</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ39_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\text {Var}}\left( {\widehat{h}}_{{\widetilde{t}}}(z) - {\widehat{h}}_t(z) \right) = \log ({\widetilde{t}}/t),\quad \forall z \in {\mathbbm {C}}, \quad \forall 0&lt; t&lt;{\widetilde{t}} &lt; 1 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ39.gif" position="anchor"/></alternatives></disp-formula>The process <inline-formula id="IEq664"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq664_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq664.gif"/></alternatives></inline-formula> is in some ways more convenient to work with than the GFF thanks to the following symmetries, which are immediate from the definition.<list list-type="bullet"><list-item><p id="Par123"><italic>Rotation/translation/reflection invariance.</italic> The law of <inline-formula id="IEq665"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq665_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{{\widehat{h}}_t : t\in [0,1] \}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq665.gif"/></alternatives></inline-formula> is invariant with respect to rotation, translation, and reflection of the plane.</p></list-item><list-item><p id="Par124"><italic>Scale invariance.</italic> For <inline-formula id="IEq666"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq666_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \in (0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq666.gif"/></alternatives></inline-formula>, one has <inline-formula id="IEq667"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mi>δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq667_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{({\widehat{h}}_{\delta t } - {\widehat{h}}_\delta )(\delta \cdot ) : t \in [0,1] \} \overset{d}{=}\{{\widehat{h}}_t : t\in [0,1]\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq667.gif"/></alternatives></inline-formula>.</p></list-item><list-item><p id="Par125"><italic>Independent increments.</italic> If <inline-formula id="IEq668"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>≤</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo>≤</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq668_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0 \le t_1\le t_2 \le t_3 \le t_4 \le 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq668.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq669"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq669_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{t_2} - {\widehat{h}}_{t_1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq669.gif"/></alternatives></inline-formula> and <inline-formula id="IEq670"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msub><mml:mi>t</mml:mi><mml:mn>4</mml:mn></mml:msub></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msub><mml:mi>t</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq670_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{t_4} - {\widehat{h}}_{t_3}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq670.gif"/></alternatives></inline-formula> are independent.</p></list-item></list>One property which <inline-formula id="IEq671"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq671_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq671.gif"/></alternatives></inline-formula> does not possess is spatial independence. To get around this, we will sometimes work with a truncated variant of <inline-formula id="IEq672"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq672_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq672.gif"/></alternatives></inline-formula> where we only integrate over a ball of finite radius. For <inline-formula id="IEq673"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq673_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t\in [0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq673.gif"/></alternatives></inline-formula>, we define<disp-formula id="Equ40"><label>3.3</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msqrt><mml:mi>π</mml:mi></mml:msqrt><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:msub><mml:msub><mml:mi>p</mml:mi><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>W</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ40_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
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				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\widehat{h}}_t^{\mathrm {tr}}(z) := \sqrt{\pi }\int _{t^2}^1 \int _{{\mathbbm {C}}} p_{B_{1/10}(z)}(s/2; z,w) \, W(dw,dt) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ40.gif" position="anchor"/></alternatives></disp-formula>We also set <inline-formula id="IEq674"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msubsup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mn>0</mml:mn><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq674_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}:= {\widehat{h}}^{\mathrm {tr}}_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq674.gif"/></alternatives></inline-formula>. As in the case of <inline-formula id="IEq675"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq675_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq675.gif"/></alternatives></inline-formula>, it is easily seen from the Kolmogorov continuity criterion that each <inline-formula id="IEq676"><alternatives><mml:math><mml:msubsup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup></mml:math><tex-math id="IEq676_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}_t$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq676.gif"/></alternatives></inline-formula> for <inline-formula id="IEq677"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq677_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t\in (0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq677.gif"/></alternatives></inline-formula> a.s. admits a continuous modification (see [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Lemmas 2.3 and 2.5] for a proof of a very similar statement). The process <inline-formula id="IEq678"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq678_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq678.gif"/></alternatives></inline-formula> does not admit a continuous modification and is instead viewed as a random distribution.</p></sec><sec><p id="Par126">The key property enjoyed by <inline-formula id="IEq679"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq679_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq679.gif"/></alternatives></inline-formula> is spatial independence: if <inline-formula id="IEq680"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>B</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq680_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A,B\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq680.gif"/></alternatives></inline-formula> with <inline-formula id="IEq681"><alternatives><mml:math><mml:mrow><mml:mtext>dist</mml:mtext><mml:mo stretchy="false">(</mml:mo><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>B</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>5</mml:mn></mml:mrow></mml:math><tex-math id="IEq681_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {dist}}(A,B) \ge 1/5$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq681.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq682"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msubsup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup><mml:msub><mml:mo stretchy="false">|</mml:mo><mml:mi>A</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq682_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{{\widehat{h}}^{\mathrm {tr}}_t|_A : t\in [0,1]\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq682.gif"/></alternatives></inline-formula> and <inline-formula id="IEq683"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msubsup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup><mml:msub><mml:mo stretchy="false">|</mml:mo><mml:mi>B</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq683_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{{\widehat{h}}^{\mathrm {tr}}_t|_B : t\in [0,1]\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq683.gif"/></alternatives></inline-formula> are independent. Indeed, this is because <inline-formula id="IEq684"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msubsup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup><mml:msub><mml:mo stretchy="false">|</mml:mo><mml:mi>A</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq684_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{{\widehat{h}}^{\mathrm {tr}}_t|_A : t\in [0,1]\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq684.gif"/></alternatives></inline-formula> and <inline-formula id="IEq685"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msubsup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup><mml:msub><mml:mo stretchy="false">|</mml:mo><mml:mi>B</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq685_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{{\widehat{h}}^{\mathrm {tr}}_t|_B : t\in [0,1]\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq685.gif"/></alternatives></inline-formula> are determined by the restrictions of the white noise <italic>W</italic> to the disjoint sets <inline-formula id="IEq686"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>A</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:msub><mml:mi mathvariant="double-struck">R</mml:mi><mml:mo>+</mml:mo></mml:msub></mml:mrow></mml:math><tex-math id="IEq686_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{1/10}(A) \times {\mathbbm {R}}_+$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq686.gif"/></alternatives></inline-formula> and <inline-formula id="IEq687"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>B</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:msub><mml:mi mathvariant="double-struck">R</mml:mi><mml:mo>+</mml:mo></mml:msub></mml:mrow></mml:math><tex-math id="IEq687_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{1/10}(B)\times {\mathbbm {R}}_+$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq687.gif"/></alternatives></inline-formula>, respectively. Unlike <inline-formula id="IEq688"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq688_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq688.gif"/></alternatives></inline-formula>, the distribution <inline-formula id="IEq689"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq689_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq689.gif"/></alternatives></inline-formula> does not possess any sort of scale invariance but its law is still invariant with respect to rotations, translations, and reflections of <inline-formula id="IEq690"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq690_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq690.gif"/></alternatives></inline-formula>. We note that our definition of <inline-formula id="IEq691"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq691_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq691.gif"/></alternatives></inline-formula> is simpler than the definition of the truncated white-noise decomposition used in [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>] since we do not need to have the spatial independence property at all scales.</p></sec><sec><p id="Par127">The following lemma will allow us to use <inline-formula id="IEq692"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq692_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq692.gif"/></alternatives></inline-formula> or <inline-formula id="IEq693"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq693_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq693.gif"/></alternatives></inline-formula> in place of the GFF in many of our arguments.</p></sec><sec id="FPar23"><title>Lemma 3.1</title><p id="Par128">Suppose <inline-formula id="IEq694"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq694_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq694.gif"/></alternatives></inline-formula> is a bounded Jordan domain and let <italic>K</italic> be the set of points in <italic>U</italic> which lie at Euclidean distance at least 1 / 10 from <inline-formula id="IEq695"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq695_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq695.gif"/></alternatives></inline-formula>. There is a coupling <inline-formula id="IEq696"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq696_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h , h^U,{\widehat{h}} , {\widehat{h}}^{\mathrm {tr}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq696.gif"/></alternatives></inline-formula> of a whole-plane GFF normalized so that <inline-formula id="IEq697"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq697_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_1(0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq697.gif"/></alternatives></inline-formula>, a zero-boundary GFF on <italic>U</italic>, and the fields from (<xref rid="Equ38" ref-type="disp-formula">3.1</xref>) and (<xref rid="Equ40" ref-type="disp-formula">3.3</xref>) such that the following is true. For any <inline-formula id="IEq698"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq698_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^1,h^2 \in \{h , h^U,{\widehat{h}} , {\widehat{h}}^{\mathrm {tr}}\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq698.gif"/></alternatives></inline-formula>, the distribution <inline-formula id="IEq699"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi>K</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq699_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h^1-h^2)|_K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq699.gif"/></alternatives></inline-formula> a.s. admits a continuous modification and there are constants <inline-formula id="IEq700"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq700_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c_0,c_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq700.gif"/></alternatives></inline-formula> depending only on <italic>U</italic> such that for <inline-formula id="IEq701"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq701_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A&gt;1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq701.gif"/></alternatives></inline-formula>,<disp-formula id="Equ41"><label>3.4</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>A</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mi>A</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ41_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \max _{z\in K} |(h^1-h^2)(z)| \le A \right] \ge 1 - c_0 e^{-c_1 A^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ41.gif" position="anchor"/></alternatives></disp-formula>In fact, in this coupling one can arrange so that <inline-formula id="IEq702"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq702_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq702.gif"/></alternatives></inline-formula> and <inline-formula id="IEq703"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq703_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq703.gif"/></alternatives></inline-formula> are defined using the same white noise and <inline-formula id="IEq704"><alternatives><mml:math><mml:mrow><mml:mi>h</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq704_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h - h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq704.gif"/></alternatives></inline-formula> is harmonic on <italic>U</italic>.</p></sec><sec><p id="Par129">Lemma <xref rid="FPar23" ref-type="">3.1</xref> is proven in Appendix <xref rid="Sec28" ref-type="sec">A</xref> via elementary calculations for the transition density <inline-formula id="IEq705"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mi>U</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq705_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p_U(t;z,w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq705.gif"/></alternatives></inline-formula> which allow us to check the Kolmogorov continuity criterion for <inline-formula id="IEq706"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq706_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^1-h^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq706.gif"/></alternatives></inline-formula>. Once we establish the continuity of <inline-formula id="IEq707"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq707_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^1-h^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq707.gif"/></alternatives></inline-formula>, the bound (<xref rid="Equ41" ref-type="disp-formula">3.4</xref>) comes from the Borell-TIS inequality.</p></sec><sec id="Sec15"><title>LQG measures and Liouville graph distances for <inline-formula id="IEq708"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq708_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq708.gif"/></alternatives></inline-formula> and <inline-formula id="IEq709"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq709_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq709.gif"/></alternatives></inline-formula>.</title><sec><p id="Par130">Lemma <xref rid="FPar23" ref-type="">3.1</xref> allows us to define for each <inline-formula id="IEq710"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq710_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq710.gif"/></alternatives></inline-formula> the <inline-formula id="IEq711"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq711_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq711.gif"/></alternatives></inline-formula>-LQG measures <inline-formula id="IEq712"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq712_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq712.gif"/></alternatives></inline-formula> and <inline-formula id="IEq713"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq713_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq713.gif"/></alternatives></inline-formula> associated with the fields <inline-formula id="IEq714"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq714_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq714.gif"/></alternatives></inline-formula> and <inline-formula id="IEq715"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq715_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq715.gif"/></alternatives></inline-formula>. Indeed, one way to do this is as follows. If <italic>h</italic> is a GFF and <italic>f</italic> is a (possibly random) continuous function, then for any <inline-formula id="IEq716"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq716_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq716.gif"/></alternatives></inline-formula> and any <inline-formula id="IEq717"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq717_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq717.gif"/></alternatives></inline-formula> we can define the average <inline-formula id="IEq718"><alternatives><mml:math><mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq718_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h+f)_\epsilon (z) = h_\epsilon (z) + f_\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq718.gif"/></alternatives></inline-formula> of <inline-formula id="IEq719"><alternatives><mml:math><mml:mrow><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:math><tex-math id="IEq719_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h+f$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq719.gif"/></alternatives></inline-formula> over the circle <inline-formula id="IEq720"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq720_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial B_\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq720.gif"/></alternatives></inline-formula>. We can then define <inline-formula id="IEq721"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math><tex-math id="IEq721_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{h+f}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq721.gif"/></alternatives></inline-formula> as the a.s. weak limit <inline-formula id="IEq722"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math><tex-math id="IEq722_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\lim _{\epsilon \rightarrow 0} \epsilon ^{\gamma ^2/2} e^{\gamma (h+f)_\epsilon (z)} \,dz$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq722.gif"/></alternatives></inline-formula>, following [<xref ref-type="bibr" rid="CR25">DS11</xref>, Proposition 1.1]. With this definition, one has <inline-formula id="IEq723"><alternatives><mml:math><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>+</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq723_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d\mu _{h+f} = e^{\gamma f} \, d\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq723.gif"/></alternatives></inline-formula> a.s. Applying this with <inline-formula id="IEq724"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:mi>h</mml:mi></mml:mrow></mml:math><tex-math id="IEq724_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f = {\widehat{h}} - h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq724.gif"/></alternatives></inline-formula> or <inline-formula id="IEq725"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo>-</mml:mo><mml:mi>h</mml:mi></mml:mrow></mml:math><tex-math id="IEq725_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}- h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq725.gif"/></alternatives></inline-formula>, when the fields are coupled as in Lemma <xref rid="FPar23" ref-type="">3.1</xref>, allows us to define <inline-formula id="IEq726"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq726_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq726.gif"/></alternatives></inline-formula> and <inline-formula id="IEq727"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq727_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq727.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par131">The measures <inline-formula id="IEq728"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq728_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq728.gif"/></alternatives></inline-formula> and <inline-formula id="IEq729"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq729_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq729.gif"/></alternatives></inline-formula> are a.s. non-atomic and assign positive mass to every open set. Furthermore, for any open set <inline-formula id="IEq730"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq730_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq730.gif"/></alternatives></inline-formula>, we have that <inline-formula id="IEq731"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq731_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq731.gif"/></alternatives></inline-formula> and <inline-formula id="IEq732"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq732_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq732.gif"/></alternatives></inline-formula> are determined by the restrictions of <inline-formula id="IEq733"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq733_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq733.gif"/></alternatives></inline-formula> and <inline-formula id="IEq734"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq734_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq734.gif"/></alternatives></inline-formula>, respectively, to <italic>U</italic>.</p></sec><sec><p id="Par132">As in the case of a GFF, for <inline-formula id="IEq735"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq735_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq735.gif"/></alternatives></inline-formula> and <inline-formula id="IEq736"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq736_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq736.gif"/></alternatives></inline-formula>, we define the <italic>Liouville graph distance</italic><inline-formula id="IEq737"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq737_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon (z,w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq737.gif"/></alternatives></inline-formula> with respect to <inline-formula id="IEq738"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq738_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq738.gif"/></alternatives></inline-formula> to be the smallest <inline-formula id="IEq739"><alternatives><mml:math><mml:mrow><mml:mi>N</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq739_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$N\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq739.gif"/></alternatives></inline-formula> for which there is a continuous path from <italic>z</italic> to <italic>w</italic> which can be covered by at most <italic>N</italic> Euclidean balls of <inline-formula id="IEq740"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq740_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq740.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq741"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq741_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq741.gif"/></alternatives></inline-formula>. We extend the definitions of the localized Liouville graph distance and the Liouville graph distance between sets from Definition <xref rid="FPar3" ref-type="">1.3</xref> to <inline-formula id="IEq742"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq742_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq742.gif"/></alternatives></inline-formula> in the obvious manner. We similarly define <inline-formula id="IEq743"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq743_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}^{\mathrm {tr}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq743.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par133">As a consequence of Lemma <xref rid="FPar23" ref-type="">3.1</xref>, we have the following lemma, which will be a key tool in our proofs.</p></sec><sec id="FPar24"><title>Lemma 3.2</title><p id="Par134">Suppose <inline-formula id="IEq744"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq744_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U \subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq744.gif"/></alternatives></inline-formula> and <inline-formula id="IEq745"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq745_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq745.gif"/></alternatives></inline-formula> are as in Lemma <xref rid="FPar23" ref-type="">3.1</xref> and that <inline-formula id="IEq746"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq746_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h , h^U,{\widehat{h}} , {\widehat{h}}^{\mathrm {tr}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq746.gif"/></alternatives></inline-formula> are coupled as in Lemma <xref rid="FPar23" ref-type="">3.1</xref>. For each <inline-formula id="IEq747"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq747_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq747.gif"/></alternatives></inline-formula>, there are constants <inline-formula id="IEq748"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq748_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq748.gif"/></alternatives></inline-formula>, depending only on <inline-formula id="IEq749"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq749_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq749.gif"/></alternatives></inline-formula>, such that for each <inline-formula id="IEq750"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq750_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq750.gif"/></alternatives></inline-formula>, each pair of fields <inline-formula id="IEq751"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq751_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^1,h^2 \in \{h,h^{U} , {\widehat{h}}, {\widehat{h}}^{\mathrm {tr}}\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq751.gif"/></alternatives></inline-formula>, and each <inline-formula id="IEq752"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq752_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C&gt;1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq752.gif"/></alternatives></inline-formula>,<disp-formula id="Equ42"><label>3.5</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup></mml:mrow><mml:mrow><mml:mi>C</mml:mi><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>K</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>K</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup></mml:mrow><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>K</mml:mi></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ42_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;{\mathbbm {P}}\left[ D_{h^1}^{C\epsilon }\left( z , w ; K \right) \le D_{h^2}^\epsilon \left( z , w ; K \right) \le D_{h^1}^{\epsilon /C}\left( z , w ; K \right) ,\, \forall z,w\in K \right] \nonumber \\&amp;\quad \ge 1 - a_0 e^{-a_1(\log C)^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ42.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar25"><title>Proof</title><p id="Par135">This follows from Lemma <xref rid="FPar23" ref-type="">3.1</xref> applied with <inline-formula id="IEq753"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>γ</mml:mi></mml:mfrac><mml:mo>log</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:math><tex-math id="IEq753_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = \frac{1}{\gamma } \log C$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq753.gif"/></alternatives></inline-formula> and the fact that for <inline-formula id="IEq754"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq754_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^1,h^2 \in \{h,h^U , {\widehat{h}}, {\widehat{h}}^{\mathrm {tr}}\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq754.gif"/></alternatives></inline-formula>, we have <inline-formula id="IEq755"><alternatives><mml:math><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mi>h</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:msub></mml:mrow></mml:math><tex-math id="IEq755_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d\mu _{h^1} = e^{\gamma (h^1-h^2)} \, d\mu _{h^2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq755.gif"/></alternatives></inline-formula>. <inline-formula id="IEq756"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq756_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq756.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par136">Due to the scale invariance and independent increments properties of <inline-formula id="IEq757"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq757_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq757.gif"/></alternatives></inline-formula>, it is convenient to understand how Liouville graph distances with respect to <inline-formula id="IEq758"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq758_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq758.gif"/></alternatives></inline-formula> transform under scaling. The basic properties of <inline-formula id="IEq759"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq759_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq759.gif"/></alternatives></inline-formula> listed above show that for <inline-formula id="IEq760"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq760_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq760.gif"/></alternatives></inline-formula>, <inline-formula id="IEq761"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq761_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq761.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq762"><alternatives><mml:math><mml:mrow><mml:mi>b</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq762_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$b \in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq762.gif"/></alternatives></inline-formula>, the <inline-formula id="IEq763"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq763_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq763.gif"/></alternatives></inline-formula>-LQG measures and Liouville graph distances associated with the fields <inline-formula id="IEq764"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq764_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq764.gif"/></alternatives></inline-formula> and <inline-formula id="IEq765"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq765_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}(\delta \cdot + b) - {\widehat{h}}_\delta (\delta \cdot )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq765.gif"/></alternatives></inline-formula> satisfy<disp-formula id="Equ43"><label>3.6</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ43_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \mu _{ ( {\widehat{h}} -{\widehat{h}}_\delta )(\delta \cdot + b) } \overset{d}{=}\mu _{{\widehat{h}}} \quad {\text {and}} \quad D_{( {\widehat{h}} -{\widehat{h}}_\delta )(\delta \cdot + b) }^\epsilon \overset{d}{=}D_{{\widehat{h}}}^\epsilon ,\quad \forall \epsilon &gt; 0. \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ43.gif" position="anchor"/></alternatives></disp-formula>Furthermore, these measures and distances are related in the following deterministic manner.</p></sec><sec id="FPar26"><title>Lemma 3.3</title><p id="Par137">For each <inline-formula id="IEq766"><alternatives><mml:math><mml:mrow><mml:mi>b</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq766_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$b\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq766.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq767"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq767_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq767.gif"/></alternatives></inline-formula>, a.s.<disp-formula id="Equ44"><label>3.7</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>X</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msub><mml:mo>∫</mml:mo><mml:mrow><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>X</mml:mi><mml:mo>-</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mspace width="0.166667em"/><mml:mtext>Borel set</mml:mtext><mml:mspace width="3.33333pt"/><mml:mi>X</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ44_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \mu _{{\widehat{h}}}(X) = \delta ^{ 2 + \gamma ^2/2} \int _{\delta ^{-1}(X-b)} e^{\gamma {\widehat{h}}_\delta (\delta \cdot + b)} \, d \mu _{( {\widehat{h}} -{\widehat{h}}_\delta )(\delta \cdot + b) }(z) , \quad \forall \, \text {Borel set}~ X\subset {\mathbbm {C}} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ44.gif" position="anchor"/></alternatives></disp-formula>Furthermore, if <inline-formula id="IEq768"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq768_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq768.gif"/></alternatives></inline-formula> is a bounded, open, connected set and we set<xref ref-type="fn" rid="Fn6">6</xref><disp-formula id="Equ138"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mi>T</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mo>-</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:mover><mml:mi>T</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mo>-</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ138_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amsbsy}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \underline{T} := \delta ^{-2 -\gamma ^2/2} \exp \left( - \min _{z\in U} {\widehat{h}}_{\delta }(z) \right) \quad {\text {and}} \quad \overline{T} := \delta ^{ -2-\gamma ^2/2} \exp \left( - \max _{z\in U} {\widehat{h}}_{\delta }(z) \right) \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ138.gif" position="anchor"/></alternatives></disp-formula>then a.s. the restricted Liouville graph distances satisfy<disp-formula id="Equ45"><label>3.8</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mover><mml:mi>T</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>×</mml:mo><mml:mfenced close=")" open="("><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>-</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>;</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>U</mml:mi><mml:mo>-</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ45_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;D_{{\widehat{h}}}^\epsilon (z,w; U ) \le D_{( {\widehat{h}} -{\widehat{h}}_\delta )(\delta \cdot + b) }^{\overline{T} \epsilon } \nonumber \\&amp;\quad \times \left( \delta ^{-1}(z-b) , \delta ^{-1}(w-b) ; \delta ^{-1}(U - b) \right) , \quad \forall \epsilon &gt; 0,\quad \forall z,w\in U , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ45.gif" position="anchor"/></alternatives></disp-formula>and the reverse inequality holds with <inline-formula id="IEq771"><alternatives><mml:math><mml:munder><mml:mi>T</mml:mi><mml:mo>̲</mml:mo></mml:munder></mml:math><tex-math id="IEq771_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{T}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq771.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq772"><alternatives><mml:math><mml:mover><mml:mi>T</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq772_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{T}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq772.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar27"><title>Proof</title><p id="Par139">By the <inline-formula id="IEq773"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq773_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq773.gif"/></alternatives></inline-formula>-LQG coordinate change formula [<xref ref-type="bibr" rid="CR25">DS11</xref>, Proposition 2.1], a.s. <inline-formula id="IEq774"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>δ</mml:mi><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mi>Q</mml:mi><mml:mo>log</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>X</mml:mi><mml:mo>-</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>X</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq774_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}(\delta \cdot +b) + Q \log \delta }(\delta ^{-1}(X-b)) = \mu _{{\widehat{h}}}(X)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq774.gif"/></alternatives></inline-formula> for all Borel sets <inline-formula id="IEq775"><alternatives><mml:math><mml:mrow><mml:mi>X</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq775_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq775.gif"/></alternatives></inline-formula>, where <inline-formula id="IEq776"><alternatives><mml:math><mml:mrow><mml:mi>Q</mml:mi><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>γ</mml:mi><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq776_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Q = 2/\gamma + \gamma /2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq776.gif"/></alternatives></inline-formula> (this is also easy to see directly from the circle average or white-noise approximations of the measures). This together with the relation <inline-formula id="IEq777"><alternatives><mml:math><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:mrow></mml:math><tex-math id="IEq777_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d\mu _{{\widehat{h}} + f} = e^{\gamma f} \, d\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq777.gif"/></alternatives></inline-formula> yields (<xref rid="Equ44" ref-type="disp-formula">3.7</xref>). The relation (<xref rid="Equ45" ref-type="disp-formula">3.8</xref>) follows from (<xref rid="Equ44" ref-type="disp-formula">3.7</xref>) applied to Euclidean balls contained in <italic>U</italic>. <inline-formula id="IEq778"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq778_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq778.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par140">In the remainder of this section we record some basic estimates for the above processes <inline-formula id="IEq779"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq779_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq779.gif"/></alternatives></inline-formula> and <inline-formula id="IEq780"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq780_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq780.gif"/></alternatives></inline-formula>, building on estimates from [<xref ref-type="bibr" rid="CR20">DG16</xref>, <xref ref-type="bibr" rid="CR30">DZZ18a</xref>]. The reader may wish to skip these estimates on a first read and refer back to them as they are used.</p></sec></sec><sec id="Sec16"><title>Estimates for <inline-formula id="IEq781"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq781_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq781.gif"/></alternatives></inline-formula>.</title><sec><p id="Par141">We start with estimates for the modulus of continuity and maximum value of the process <inline-formula id="IEq782"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq782_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq782.gif"/></alternatives></inline-formula> from (<xref rid="Equ38" ref-type="disp-formula">3.1</xref>).</p></sec><sec id="FPar28"><title>Lemma 3.4</title><p id="Par142">For each <inline-formula id="IEq783"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq783_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq783.gif"/></alternatives></inline-formula> and each bounded domain <inline-formula id="IEq784"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq784_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U \subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq784.gif"/></alternatives></inline-formula>, it holds with superpolynomially high probability as <inline-formula id="IEq785"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq785_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq785.gif"/></alternatives></inline-formula> that<disp-formula id="Equ46"><label>3.9</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ζ</mml:mi><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ46_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w \in U : |z-w| \le \delta } |{\widehat{h}}_\delta (z) -{\widehat{h}}_\delta (w)| \le \zeta \log \delta ^{-1} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ46.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar29"><title>Proof</title><p id="Par143">It is easily seen (see [<xref ref-type="bibr" rid="CR20">DG16</xref>, Lemma 3.1]) that for <inline-formula id="IEq786"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq786_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq786.gif"/></alternatives></inline-formula>, <inline-formula id="IEq787"><alternatives><mml:math><mml:mrow><mml:mtext>Var</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq787_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {Var}}({\widehat{h}}_\delta (z) - {\widehat{h}}_\delta (w)) \le |z-w|^2/\delta ^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq787.gif"/></alternatives></inline-formula>, which is of course smaller than <inline-formula id="IEq788"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq788_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|z-w| /\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq788.gif"/></alternatives></inline-formula> whenever <inline-formula id="IEq789"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq789_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|z-w| \le \delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq789.gif"/></alternatives></inline-formula>. By Fernique’s criterion [<xref ref-type="bibr" rid="CR32">Fer75</xref>] (see [<xref ref-type="bibr" rid="CR2">Adl90</xref>, Theorem 4.1] or [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Lemma 2.3] for the version we use here), we find that for each square <inline-formula id="IEq790"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq790_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq790.gif"/></alternatives></inline-formula> with side length <inline-formula id="IEq791"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq791_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta /2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq791.gif"/></alternatives></inline-formula>,<disp-formula id="Equ139"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:mi>C</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ139_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {E}}\left[ \max _{z,w\in S} |{\widehat{h}}_\delta (z) - {\widehat{h}}_\delta (w)| \right] \le C , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ139.gif" position="anchor"/></alternatives></disp-formula>for a universal constant <inline-formula id="IEq792"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq792_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq792.gif"/></alternatives></inline-formula>. Combining this with the Borell-TIS inequality [<xref ref-type="bibr" rid="CR14">Bor75</xref>, <xref ref-type="bibr" rid="CR71">SCs74</xref>] (see, e.g., [<xref ref-type="bibr" rid="CR7">AT07</xref>, Theorem 2.1.1]), we get that for each such square <italic>S</italic>,<disp-formula id="Equ140"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ζ</mml:mi><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>ζ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ140_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \max _{z,w\in S} |{\widehat{h}}_\delta (z) - {\widehat{h}}_\delta (w)| \le \zeta \log \delta ^{-1} \right] \ge 1 - e^{- \frac{\zeta ^2}{2} (\log \delta ^{-1})^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ140.gif" position="anchor"/></alternatives></disp-formula>A union bound over <inline-formula id="IEq793"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq793_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_\delta (\delta ^{-2})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq793.gif"/></alternatives></inline-formula> such squares whose union contains <italic>U</italic> concludes the proof.</p><p id="Par144"><inline-formula id="IEq794"><alternatives><mml:math><mml:mo>□</mml:mo></mml:math><tex-math id="IEq794_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq794.gif"/></alternatives></inline-formula></p></sec><sec id="FPar30"><title>Lemma 3.5</title><p id="Par145">For <inline-formula id="IEq795"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq795_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq795.gif"/></alternatives></inline-formula> and each bounded domain <inline-formula id="IEq796"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq796_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq796.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq797"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq797_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq797.gif"/></alternatives></inline-formula> that<disp-formula id="Equ47"><label>3.10</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ47_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z\in U} |{\widehat{h}}_{\delta }(z) | \le (2+\zeta ) \log \delta ^{-1} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ47.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar31"><title>Proof</title><p id="Par146">Since each <inline-formula id="IEq798"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq798_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq798.gif"/></alternatives></inline-formula> is centered Gaussian of variance <inline-formula id="IEq799"><alternatives><mml:math><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq799_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\log \delta ^{-1} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq799.gif"/></alternatives></inline-formula>, a union bound shows that<disp-formula id="Equ141"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>δ</mml:mi><mml:mn>2</mml:mn></mml:mfrac><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfenced><mml:mo>∩</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:mi>ζ</mml:mi><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ141_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \max _{z\in \left( \frac{\delta }{2} {\mathbbm {Z}}^2 \right) \cap U} |{\widehat{h}}_\delta (z)| \le \left( 2 + \frac{\zeta }{2} \right) \log \delta ^{-1} \right] \ge 1 - \delta ^{\frac{(2+\zeta /2)^2}{2} - 2 + o_\delta (1)} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ141.gif" position="anchor"/></alternatives></disp-formula>Combining this with Lemma <xref rid="FPar28" ref-type="">3.4</xref> and the triangle inequality concludes the proof. <inline-formula id="IEq800"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq800_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq800.gif"/></alternatives></inline-formula></p></sec><sec id="FPar32"><title>Lemma 3.6</title><p id="Par147">For each bounded domain <inline-formula id="IEq801"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq801_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq801.gif"/></alternatives></inline-formula>, each <inline-formula id="IEq802"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq802_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq802.gif"/></alternatives></inline-formula>, each <inline-formula id="IEq803"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq803_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq803.gif"/></alternatives></inline-formula>, each <inline-formula id="IEq804"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msup></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq804_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A \in \left( 1, e^{( \log \delta ^{-1})^{1-\zeta } }\right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq804.gif"/></alternatives></inline-formula>, and each <inline-formula id="IEq805"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>≥</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq805_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C\ge 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq805.gif"/></alternatives></inline-formula>,<disp-formula id="Equ48"><label>3.11</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mi>C</mml:mi><mml:mi>δ</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ζ</mml:mi><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mi>p</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:mo>∀</mml:mo><mml:mi>p</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ48_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \max _{z,w\in U : |z-w| \le C \delta } |{\widehat{h}}_{ \delta / A}(z) - {\widehat{h}}_\delta (w)| \le \zeta \log \delta ^{-1} \right] \ge 1 - O_\delta (\delta ^p) ,\, \forall p &gt; 0 , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ48.gif" position="anchor"/></alternatives></disp-formula>with the rate of the <inline-formula id="IEq806"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mi>p</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq806_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_\delta (\delta ^p)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq806.gif"/></alternatives></inline-formula> depending on <italic>U</italic>, <inline-formula id="IEq807"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq807_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq807.gif"/></alternatives></inline-formula>, <italic>C</italic>, and <inline-formula id="IEq808"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq808_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq808.gif"/></alternatives></inline-formula> but uniform over all of the possible choices of <italic>A</italic>.</p></sec><sec id="FPar33"><title>Proof</title><p id="Par148">The random variables <inline-formula id="IEq809"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq809_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{ \delta /A}(z) - {\widehat{h}}_\delta (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq809.gif"/></alternatives></inline-formula> for <inline-formula id="IEq810"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq810_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq810.gif"/></alternatives></inline-formula> are jointly centered Gaussian with variances <inline-formula id="IEq811"><alternatives><mml:math><mml:mrow><mml:mo>log</mml:mo><mml:mi>A</mml:mi><mml:mo>≤</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq811_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\log A \le (\log \delta ^{-1})^{1-\zeta } $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq811.gif"/></alternatives></inline-formula>. By the Gaussian tail bound and a union bound,<disp-formula id="Equ49"><label>3.12</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>δ</mml:mi><mml:mn>2</mml:mn></mml:mfrac><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfenced><mml:mo>∩</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mi>p</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:mo>∀</mml:mo><mml:mi>p</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ49_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \max _{z \in \left( \frac{\delta }{2} {\mathbbm {Z}}^2 \right) \cap U} |{\widehat{h}}_{ \delta /A}(z) - {\widehat{h}}_\delta (z)| \le (\log \delta ^{-1})^{1-\zeta /3} \right] \ge 1 - O_\delta (\delta ^p) ,\, \forall p &gt; 0 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ49.gif" position="anchor"/></alternatives></disp-formula>The estimate (<xref rid="Equ48" ref-type="disp-formula">3.11</xref>) follows by combining Lemma <xref rid="FPar28" ref-type="">3.4</xref>, applied for <inline-formula id="IEq812"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq812_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq812.gif"/></alternatives></inline-formula> and with <inline-formula id="IEq813"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:math><tex-math id="IEq813_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \delta /A$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq813.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq814"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq814_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq814.gif"/></alternatives></inline-formula>, with <inline-formula id="IEq815"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq815_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta /(2C)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq815.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq816"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq816_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq816.gif"/></alternatives></inline-formula>, with (<xref rid="Equ49" ref-type="disp-formula">3.12</xref>) and the triangle inequality. <inline-formula id="IEq817"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq817_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq817.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par149">Finally, we record a lemma which serves an analogous purpose to Lemma <xref rid="FPar24" ref-type="">3.2</xref> but for LFPP instead of Liouville graph distance.</p></sec><sec id="FPar34"><title>Lemma 3.7</title><p id="Par150">Let <inline-formula id="IEq818"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq818_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq818.gif"/></alternatives></inline-formula> be a zero-boundary GFF on the square <inline-formula id="IEq819"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq819_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq819.gif"/></alternatives></inline-formula>. There is a coupling of <inline-formula id="IEq820"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq820_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq820.gif"/></alternatives></inline-formula> and <inline-formula id="IEq821"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq821_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq821.gif"/></alternatives></inline-formula> such that for each <inline-formula id="IEq822"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq822_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq822.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq823"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq823_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq823.gif"/></alternatives></inline-formula>, it holds with superpolynomilally high probability as <inline-formula id="IEq824"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq824_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq824.gif"/></alternatives></inline-formula> that<disp-formula id="Equ50"><label>3.13</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mi>C</mml:mi><mml:mi>δ</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ζ</mml:mi><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ50_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w\in {\mathbbm {S}}: |z-w| \le C \delta } |h_\delta ^{{\mathbbm {S}}(1)}(z) -{\widehat{h}}_\delta (w)| \le \zeta \log \delta ^{-1} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ50.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar35"><title>Proof</title><p id="Par151">This follows from the uniform comparison between <inline-formula id="IEq825"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq825_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_\delta ^{{\mathbbm {S}}(1)}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq825.gif"/></alternatives></inline-formula> and <inline-formula id="IEq826"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq826_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq826.gif"/></alternatives></inline-formula> established in [<xref ref-type="bibr" rid="CR20">DG16</xref>, Proposition 3.2] together with the continuity estimate for <inline-formula id="IEq827"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq827_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq827.gif"/></alternatives></inline-formula> from Lemma <xref rid="FPar28" ref-type="">3.4</xref> (applied with <inline-formula id="IEq828"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq828_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta /(2C)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq828.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq829"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq829_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq829.gif"/></alternatives></inline-formula>). <inline-formula id="IEq830"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq830_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq830.gif"/></alternatives></inline-formula></p></sec></sec><sec id="Sec17"><title>Maximal and minimal radii of balls of LQG mass <inline-formula id="IEq831"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq831_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq831.gif"/></alternatives></inline-formula>.</title><sec><p id="Par152">We next record a basic estimate for the maximal and minimal radii of Euclidean balls with <inline-formula id="IEq832"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq832_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq832.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq833"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq833_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq833.gif"/></alternatives></inline-formula> when <italic>h</italic> is any of the fields considered in Lemma <xref rid="FPar24" ref-type="">3.2</xref>. The significance of this lemma is that if <italic>z</italic> and <italic>w</italic> lie in the same ball of mass <inline-formula id="IEq834"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq834_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq834.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq835"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq835_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_h^\epsilon (z,w) \le 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq835.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar36"><title>Lemma 3.8</title><p id="Par153">Suppose that <italic>h</italic> is either a whole-plane GFF normalized so that <inline-formula id="IEq836"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq836_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_1(0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq836.gif"/></alternatives></inline-formula>, a zero-boundary GFF on <inline-formula id="IEq837"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq837_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq837.gif"/></alternatives></inline-formula>, or one of the white noise fields <inline-formula id="IEq838"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq838_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq838.gif"/></alternatives></inline-formula> or <inline-formula id="IEq839"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq839_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq839.gif"/></alternatives></inline-formula> defined above. For each <inline-formula id="IEq840"><alternatives><mml:math><mml:mrow><mml:munder><mml:mi>β</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq840_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\begin{document}$$\underline{\beta }\in \left( 0,\frac{2}{(2+\gamma )^2} \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq840.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq841"><alternatives><mml:math><mml:mrow><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mo>&gt;</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>-</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:mrow></mml:math><tex-math id="IEq841_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{\beta }&gt; \frac{2}{(2-\gamma )^2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq841.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq842"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq842_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq842.gif"/></alternatives></inline-formula> that<disp-formula id="Equ51"><label>3.14</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">inf</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:munder><mml:mi>β</mml:mi><mml:mo>̲</mml:mo></mml:munder></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mi>ϵ</mml:mi><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:munder><mml:mo movablelimits="true">sup</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ51_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\begin{aligned} \inf _{z\in {\mathbbm {S}}} \mu _{ h}(B_{\epsilon ^{\underline{\beta }}}(z)) \ge \epsilon \quad {\text {and}} \quad \sup _{z\in {\mathbbm {S}}} \mu _{ h}(B_{\epsilon ^{\overline{\beta }} }(z)) \le \epsilon . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ51.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar37"><title>Proof</title><p id="Par154">By Lemma <xref rid="FPar23" ref-type="">3.1</xref>, it suffices to prove the lemma in the case when <italic>h</italic> is a whole-plane GFF. This, in turn, follows from standard estimates for the <inline-formula id="IEq843"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq843_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq843.gif"/></alternatives></inline-formula>-LQG measure. In particular, the first estimate in (<xref rid="Equ51" ref-type="disp-formula">3.14</xref>) holds with polynomially high probability by, e.g., [<xref ref-type="bibr" rid="CR41">GMS18</xref>, Lemma 2.5] applied with <inline-formula id="IEq844"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:munder><mml:mi>β</mml:mi><mml:mo>̲</mml:mo></mml:munder></mml:msup></mml:mrow></mml:math><tex-math id="IEq844_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta =\epsilon ^{\underline{\beta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq844.gif"/></alternatives></inline-formula>. To prove the second estimate, we first use a standard moment estimate for the <inline-formula id="IEq845"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq845_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq845.gif"/></alternatives></inline-formula>-LQG measure (see [<xref ref-type="bibr" rid="CR68">RV14a</xref>, Theorem 2.14] or [<xref ref-type="bibr" rid="CR34">GHM15</xref>, Lemma 5.2]) to get that for <inline-formula id="IEq846"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq846_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq846.gif"/></alternatives></inline-formula>, <inline-formula id="IEq847"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq847_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p \in [0,4/\gamma ^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq847.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq848"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq848_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq848.gif"/></alternatives></inline-formula>,<disp-formula id="Equ142"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mfenced close="]" open="["><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi>p</mml:mi></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>p</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>where</mml:mtext><mml:mspace width="1em"/><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>p</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mi>p</mml:mi><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:msup><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ142_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} {\mathbbm {E}}\left[ \mu _h(B_\delta (z))^p \right] \le \delta ^{f(p) + o_\delta (1) } \quad \text {where} \quad f(p):= \left( 2 + \frac{\gamma ^2}{2} \right) p - \frac{\gamma ^2}{2} p^2 \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ142.gif" position="anchor"/></alternatives></disp-formula>with the rate of the <inline-formula id="IEq849"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq849_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$o_\delta (1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq849.gif"/></alternatives></inline-formula> uniform over all <inline-formula id="IEq850"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq850_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq850.gif"/></alternatives></inline-formula>. By Markov’s inequality, if <inline-formula id="IEq851"><alternatives><mml:math><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq851_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq851.gif"/></alternatives></inline-formula> is as in the statement of the lemma then for <inline-formula id="IEq852"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq852_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p\in [0,4/\gamma ^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq852.gif"/></alternatives></inline-formula>,<disp-formula id="Equ143"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:msup><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>p</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msup><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mi>p</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ143_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \mu _h(B_\delta (z)) &gt; \delta ^{\overline{\beta }^{-1}} \right] \le \delta ^{ f(p) - \overline{\beta }^{-1} p +o_\delta (1) } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ143.gif" position="anchor"/></alternatives></disp-formula>The exponent on the right is maximized over all values of <inline-formula id="IEq853"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq853_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p \in [0,4/\gamma ^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq853.gif"/></alternatives></inline-formula> when <inline-formula id="IEq854"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">/</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq854_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p = (4+\gamma ^2 - 2\overline{\beta }^{-1} )/(2\gamma ^2) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq854.gif"/></alternatives></inline-formula>. Choosing this value of <italic>p</italic> gives<disp-formula id="Equ52"><label>3.15</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:msup><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mstyle displaystyle="false" scriptlevel="0"><mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>8</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ52_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \mu _h(B_\delta (z)) &gt; \delta ^{\overline{\beta }^{-1}} \right] \le \delta ^{\tfrac{(4 + \gamma ^2 - 2 \overline{\beta }^{-1} )^2}{8\gamma ^2} + o_\delta (1) } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ52.gif" position="anchor"/></alternatives></disp-formula>We obtain the second estimate in (<xref rid="Equ51" ref-type="disp-formula">3.14</xref>) with polynomially high probability by applying (<xref rid="Equ52" ref-type="disp-formula">3.15</xref>) with <inline-formula id="IEq855"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:msup></mml:mrow></mml:math><tex-math id="IEq855_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta =\epsilon ^{\overline{\beta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq855.gif"/></alternatives></inline-formula> then taking a union bound over all <inline-formula id="IEq856"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac><mml:msup><mml:mi>ϵ</mml:mi><mml:mover><mml:mi>β</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfenced><mml:mo>∩</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq856_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$z\in \left( \frac{1}{2} \epsilon ^{\overline{\beta }} {\mathbbm {Z}}^2 \right) \cap {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq856.gif"/></alternatives></inline-formula>. <inline-formula id="IEq857"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq857_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq857.gif"/></alternatives></inline-formula></p></sec></sec></sec><sec id="Sec18"><title>Comparison of diameter and point-to-point distance</title><sec><p id="Par155">In this subsection we will prove Theorem <xref rid="FPar4" ref-type="">1.4</xref>. The main step in the proof is Proposition <xref rid="FPar38" ref-type="">3.9</xref> just below. In the course of the proof, we will also establish some estimates which are needed for the proof of the lower bound for LFPP distances in Theorem <xref rid="FPar5" ref-type="">1.5</xref>.</p></sec><sec id="FPar38"><title>Proposition 3.9</title><p id="Par156">Let <inline-formula id="IEq858"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq858_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq858.gif"/></alternatives></inline-formula> be as in (<xref rid="Equ38" ref-type="disp-formula">3.1</xref>). For each <inline-formula id="IEq859"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq859_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq859.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq860"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq860_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq860.gif"/></alternatives></inline-formula> that<disp-formula id="Equ53"><label>3.16</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ53_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} \max _{z,w\in {\mathbbm {S}}} D_{{\widehat{h}}}^\epsilon \left( z,w ; {\mathbbm {S}}(1/2) \right) \le \epsilon ^{-\frac{1}{d_\gamma -\zeta }} , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ53.gif" position="anchor"/></alternatives></disp-formula>where here we recall that <inline-formula id="IEq861"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq861_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathbbm {S}}(1/2) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq861.gif"/></alternatives></inline-formula> is the expanded square <inline-formula id="IEq862"><alternatives><mml:math><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq862_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$ [-1/2,3/2]^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq862.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par157">We now give an overview of the proof of Proposition <xref rid="FPar38" ref-type="">3.9</xref>. We will first establish a concentration estimate (Lemma <xref rid="FPar40" ref-type="">3.11</xref>) which says that the <inline-formula id="IEq863"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq863_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq863.gif"/></alternatives></inline-formula>-Liouville graph distance between two sides of a large rectangle is superpolynomially unlikely to be larger than the area of the rectangle times <inline-formula id="IEq864"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:math><tex-math id="IEq864_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma -\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq864.gif"/></alternatives></inline-formula>. To prove this estimate, we use a percolation argument to construct a “path” of squares from one side of the rectangle to the other with the property that the distance between the midpoints of the sides of the squares in the path is bounded above by <inline-formula id="IEq865"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:math><tex-math id="IEq865_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma -\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq865.gif"/></alternatives></inline-formula> (several similar percolation arguments are used in [<xref ref-type="bibr" rid="CR19">DD19</xref>, <xref ref-type="bibr" rid="CR20">DG16</xref>, <xref ref-type="bibr" rid="CR30">DZZ18a</xref>]). For the proof, we will need to work with the truncated field <inline-formula id="IEq866"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq866_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq866.gif"/></alternatives></inline-formula> of (<xref rid="Equ40" ref-type="disp-formula">3.3</xref>) since we will need exact local independence in order to carry out the percolation argument (one can do this due to Lemma <xref rid="FPar24" ref-type="">3.2</xref>).</p></sec><sec><p id="Par158">By the scale invariance properties of <inline-formula id="IEq867"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq867_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{mathrsfs}
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				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq867.gif"/></alternatives></inline-formula> (see Lemma <xref rid="FPar26" ref-type="">3.3</xref>), if <inline-formula id="IEq868"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq868_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\delta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq868.gif"/></alternatives></inline-formula> is at least some <inline-formula id="IEq869"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq869_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq869.gif"/></alternatives></inline-formula>-dependent positive power of <inline-formula id="IEq870"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq870_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq870.gif"/></alternatives></inline-formula> and <inline-formula id="IEq871"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq871_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$R\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq871.gif"/></alternatives></inline-formula> is a <inline-formula id="IEq872"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mi>δ</mml:mi><mml:mo>×</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq872_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$2\delta \times \delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq872.gif"/></alternatives></inline-formula> or <inline-formula id="IEq873"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>×</mml:mo><mml:mn>2</mml:mn><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq873_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\delta \times 2\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq873.gif"/></alternatives></inline-formula> rectangle, then the conditional law given <inline-formula id="IEq874"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq874_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq874.gif"/></alternatives></inline-formula> of the <inline-formula id="IEq875"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq875_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$D_{{\widehat{h}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq875.gif"/></alternatives></inline-formula>-distance between the two shorter sides of <italic>R</italic> is stochastically dominated by the law of the <inline-formula id="IEq876"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup></mml:math><tex-math id="IEq876_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$D_{{\widehat{h}}}^{T_R\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq876.gif"/></alternatives></inline-formula>-distance between the left and right sides of <inline-formula id="IEq877"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq877_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$[0,2]\times [0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq877.gif"/></alternatives></inline-formula> for <inline-formula id="IEq878"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>R</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq878_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$T_R = \delta ^{2+\gamma ^2/2} \exp \left( - \max _{z\in R} {\widehat{h}}_\delta (z) \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq878.gif"/></alternatives></inline-formula> (actually, for technical reasons instead of <inline-formula id="IEq879"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq879_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$[0,2]\times [0,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq879.gif"/></alternatives></inline-formula> we will consider a rectangle whose side lengths are of order <inline-formula id="IEq880"><alternatives><mml:math><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>3</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math><tex-math id="IEq880_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$(\log \delta ^{-1})^{3/2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq880.gif"/></alternatives></inline-formula>). By the aforementioned concentration estimate, a union bound, and our continuity estimate for <inline-formula id="IEq881"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq881_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq881.gif"/></alternatives></inline-formula> (Lemma <xref rid="FPar28" ref-type="">3.4</xref>), this allows us to show that with polynomially high probability as <inline-formula id="IEq882"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq882_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq882.gif"/></alternatives></inline-formula>, one has a <italic>simultaneous</italic> upper bound for the distance between the sides of a large number of different <inline-formula id="IEq883"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mi>δ</mml:mi><mml:mo>×</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq883_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$2\delta \times \delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq883.gif"/></alternatives></inline-formula> or <inline-formula id="IEq884"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>×</mml:mo><mml:mn>2</mml:mn><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq884_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\delta \times 2\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq884.gif"/></alternatives></inline-formula> rectangles <inline-formula id="IEq885"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq885_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$R\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq885.gif"/></alternatives></inline-formula> in terms of <inline-formula id="IEq886"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq886_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq886.gif"/></alternatives></inline-formula>, <inline-formula id="IEq887"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq887_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq887.gif"/></alternatives></inline-formula>, and the value of the exponential of <inline-formula id="IEq888"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq888_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq888.gif"/></alternatives></inline-formula> times the white-noise field <inline-formula id="IEq889"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq889_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq889.gif"/></alternatives></inline-formula> at any point of the rectangle (Lemma <xref rid="FPar44" ref-type="">3.13</xref>). More precisely, the distance between the two shorter sides of <italic>R</italic> is bounded above by<disp-formula id="Equ144"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac></mml:mrow></mml:msup><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>R</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ144_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} \epsilon ^{-\frac{1}{d_\gamma }} \delta ^{\frac{1}{d_\gamma } \left( 2+\frac{\gamma ^2}{2} \right) } \exp \left( \frac{\gamma }{d_\gamma } \min _{z\in R} {\widehat{h}}_\delta (z) \right) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ144.gif" position="anchor"/></alternatives></disp-formula>up to <italic>o</italic>(1) errors in the exponents (this estimate will also be important for our lower bound for LFPP distances).</p></sec><sec><p id="Par159">Using Lemma <xref rid="FPar30" ref-type="">3.5</xref>, one can eliminate the dependence on the coarse field <inline-formula id="IEq890"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub></mml:math><tex-math id="IEq890_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq890.gif"/></alternatives></inline-formula> in the above estimate by replacing <inline-formula id="IEq891"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq891_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\widehat{h}}_\delta (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq891.gif"/></alternatives></inline-formula> by the maximum value of <inline-formula id="IEq892"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq892_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\widehat{h}}_\delta (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq892.gif"/></alternatives></inline-formula> on <inline-formula id="IEq893"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq893_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq893.gif"/></alternatives></inline-formula> (Lemma <xref rid="FPar46" ref-type="">3.14</xref>). One can then concatenate a logarithmic number of paths between the sides of <inline-formula id="IEq894"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mi>δ</mml:mi><mml:mo>×</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq894_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\delta \times \delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq894.gif"/></alternatives></inline-formula> or <inline-formula id="IEq895"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>×</mml:mo><mml:mn>2</mml:mn><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq895_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \times 2\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq895.gif"/></alternatives></inline-formula> rectangles for dyadic values of <inline-formula id="IEq896"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq896_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq896.gif"/></alternatives></inline-formula> to construct a path between any two points in <inline-formula id="IEq897"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq897_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq897.gif"/></alternatives></inline-formula> which can be covered by at most <inline-formula id="IEq898"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq898_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma -\zeta } + o_\epsilon (1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq898.gif"/></alternatives></inline-formula> disks of <inline-formula id="IEq899"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq899_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq899.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq900"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq900_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq900.gif"/></alternatives></inline-formula> (see Fig. <xref rid="Fig4" ref-type="fig">4</xref>, right). This gives Proposition <xref rid="FPar38" ref-type="">3.9</xref>.</p></sec><sec><p id="Par160">In this subsection and the next, we will use the following notation for rectangles.</p></sec><sec id="FPar39"><title>Definition 3.10</title><p id="Par161">For a rectangle <inline-formula id="IEq901"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>c</mml:mi><mml:mo>,</mml:mo><mml:mi>d</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq901_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R = [a,b] \times [c,d] \subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq901.gif"/></alternatives></inline-formula> with sides parallel to the coordinate axes, we write <inline-formula id="IEq902"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq902_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {L}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq902.gif"/></alternatives></inline-formula>, <inline-formula id="IEq903"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq903_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {R}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq903.gif"/></alternatives></inline-formula>, <inline-formula id="IEq904"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>T</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq904_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {T}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq904.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq905"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>B</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq905_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {B}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq905.gif"/></alternatives></inline-formula>, respectively, for its left, right, top, and bottom boundaries. We also define the associated <italic>stretched rectangle</italic><inline-formula id="IEq906"><alternatives><mml:math><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq906_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq906.gif"/></alternatives></inline-formula> as follows. If the horizontal side length <inline-formula id="IEq907"><alternatives><mml:math><mml:mrow><mml:mi>b</mml:mi><mml:mo>-</mml:mo><mml:mi>a</mml:mi></mml:mrow></mml:math><tex-math id="IEq907_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$b-a$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq907.gif"/></alternatives></inline-formula> is larger than the vertical side length <inline-formula id="IEq908"><alternatives><mml:math><mml:mrow><mml:mi>d</mml:mi><mml:mo>-</mml:mo><mml:mi>c</mml:mi></mml:mrow></mml:math><tex-math id="IEq908_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d-c$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq908.gif"/></alternatives></inline-formula>, we let <inline-formula id="IEq909"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>b</mml:mi><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo>+</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>b</mml:mi><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>c</mml:mi><mml:mo>,</mml:mo><mml:mi>d</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq909_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R' = [a- \frac{1}{2}(b-a) , b + \frac{1}{2}(b-a)] \times [c,d]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq909.gif"/></alternatives></inline-formula> be the rectangle with the same center as <italic>R</italic>, twice the horizontal side length as <italic>R</italic>, and the same vertical side length as <italic>R</italic>. If <inline-formula id="IEq910"><alternatives><mml:math><mml:mrow><mml:mi>d</mml:mi><mml:mo>-</mml:mo><mml:mi>c</mml:mi><mml:mo>&gt;</mml:mo><mml:mi>b</mml:mi><mml:mo>-</mml:mo><mml:mi>a</mml:mi></mml:mrow></mml:math><tex-math id="IEq910_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d-c &gt; b-a$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq910.gif"/></alternatives></inline-formula>, we define <inline-formula id="IEq911"><alternatives><mml:math><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq911_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq911.gif"/></alternatives></inline-formula> analogously with “horizontal” and “vertical” interchanged.</p></sec><sec><p id="Par162">The following is our concentration bound for the distance across a rectangle.</p></sec><sec id="FPar40"><title>Lemma 3.11</title><p id="Par163">For <inline-formula id="IEq912"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq912_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq912.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq913"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq913_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n := [0,2n]\times [0,n]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq913.gif"/></alternatives></inline-formula>, so that <inline-formula id="IEq914"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq914_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n' = [-n,3n] \times [0,n ]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq914.gif"/></alternatives></inline-formula>. For each fixed <inline-formula id="IEq915"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq915_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq915.gif"/></alternatives></inline-formula>, there exist <inline-formula id="IEq916"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq916_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 , A &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq916.gif"/></alternatives></inline-formula> (depending only on <inline-formula id="IEq917"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq917_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq917.gif"/></alternatives></inline-formula> and <inline-formula id="IEq918"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq918_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq918.gif"/></alternatives></inline-formula>) such that for <inline-formula id="IEq919"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq919_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq919.gif"/></alternatives></inline-formula> and <inline-formula id="IEq920"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq920_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq920.gif"/></alternatives></inline-formula>, we have (in the notation of Definition <xref rid="FPar39" ref-type="">3.10</xref>)<disp-formula id="Equ54"><label>3.17</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>;</mml:mo><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:msup><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:mfenced></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ54_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ D_{{\widehat{h}} }^\epsilon \left( \partial _{{\text {L}}} {\mathcal {R}}_n , \partial _{{\text {R}}} {\mathcal {R}}_n ; {\mathcal {R}}_n' \right) \le n^2 \max \left\{ A , e^{n^{1/2}} \epsilon ^{-\frac{1}{d_\gamma - \zeta } } \right\} \right] \ge 1 - a_0 e^{-a_1 n } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ54.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par164">When we apply Lemma <xref rid="FPar40" ref-type="">3.11</xref>, we will typically take <inline-formula id="IEq921"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>≈</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mi>p</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq921_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n \approx (\log \epsilon ^{-1})^p$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq921.gif"/></alternatives></inline-formula> for <inline-formula id="IEq922"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq922_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p \in (1,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq922.gif"/></alternatives></inline-formula>, so that the <inline-formula id="IEq923"><alternatives><mml:math><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq923_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ n^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq923.gif"/></alternatives></inline-formula> and <inline-formula id="IEq924"><alternatives><mml:math><mml:msup><mml:mi>e</mml:mi><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:msup></mml:math><tex-math id="IEq924_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$e^{n^{1/2}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq924.gif"/></alternatives></inline-formula> terms are negligible in comparison to <inline-formula id="IEq925"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:math><tex-math id="IEq925_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma - \zeta } } $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq925.gif"/></alternatives></inline-formula>. We note that (<xref rid="Equ54" ref-type="disp-formula">3.17</xref>) implies that there is a continuous path in <inline-formula id="IEq926"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq926_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq926.gif"/></alternatives></inline-formula> between the left and right boundaries of <inline-formula id="IEq927"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq927_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq927.gif"/></alternatives></inline-formula> which can be covered by at most <inline-formula id="IEq928"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:msup><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq928_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ n^2 \max \left\{ A , e^{n^{1/2}} \epsilon ^{-\frac{1}{d_\gamma - \zeta } } \right\} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq928.gif"/></alternatives></inline-formula> Euclidean balls of <inline-formula id="IEq929"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq929_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq929.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq930"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq930_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq930.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq931"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:math><tex-math id="IEq931_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq931.gif"/></alternatives></inline-formula> (this is because any path between the two connected components of <inline-formula id="IEq932"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq932_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n' \setminus {\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq932.gif"/></alternatives></inline-formula> must cross the left and right boundaries of <inline-formula id="IEq933"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq933_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq933.gif"/></alternatives></inline-formula>). However, we need to take distances relative to <inline-formula id="IEq934"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:math><tex-math id="IEq934_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq934.gif"/></alternatives></inline-formula> instead of <inline-formula id="IEq935"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq935_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq935.gif"/></alternatives></inline-formula> since some of the Euclidean balls in the covering might not be contained in <inline-formula id="IEq936"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq936_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq936.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par165">The starting point of the proof of Lemma <xref rid="FPar40" ref-type="">3.11</xref> is the following estimate from [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>], which we will apply to each <inline-formula id="IEq937"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>×</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq937_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1\times 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq937.gif"/></alternatives></inline-formula> square in <inline-formula id="IEq938"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq938_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq938.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq939"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq939_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq939.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar41"><title>Lemma 3.12</title><p id="Par166">Recall the truncated field <inline-formula id="IEq940"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq940_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq940.gif"/></alternatives></inline-formula> from (<xref rid="Equ40" ref-type="disp-formula">3.3</xref>) and its associated Liouville graph distance. Also let <inline-formula id="IEq941"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq941_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}} = [0,1]^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq941.gif"/></alternatives></inline-formula> and <inline-formula id="IEq942"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq942_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1) = [-1 , 2]^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq942.gif"/></alternatives></inline-formula> be the squares as defined at the beginning of this section and let <inline-formula id="IEq943"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow><mml:mn>4</mml:mn></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq943_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$u_{{\mathbbm {S}}}^1,\dots ,u_{{\mathbbm {S}}}^4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq943.gif"/></alternatives></inline-formula> be the midpoints of the four corners of <inline-formula id="IEq944"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq944_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq944.gif"/></alternatives></inline-formula>. For each <inline-formula id="IEq945"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq945_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq945.gif"/></alternatives></inline-formula>, it holds with probability tending to 1 as <inline-formula id="IEq946"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq946_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq946.gif"/></alternatives></inline-formula> that<disp-formula id="Equ55"><label>3.18</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow><mml:mi>i</mml:mi></mml:msubsup><mml:mo>,</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow><mml:mi>j</mml:mi></mml:msubsup><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">}</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ55_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} D^\epsilon _{{\widehat{h}}^{\mathrm {tr}}}\left( u_{{\mathbbm {S}}}^i, u_{{\mathbbm {S}}}^j ; {\mathbbm {S}}(1) \right) \le \epsilon ^{- \frac{1}{d_\gamma - \zeta } } ,\quad \forall i,j \in \{1,\dots ,4\}. \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ55.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar42"><title>Proof</title><p id="Par167">The analogue of (<xref rid="Equ55" ref-type="disp-formula">3.18</xref>) with a zero-boundary GFF on <inline-formula id="IEq947"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq947_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq947.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq948"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq948_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq948.gif"/></alternatives></inline-formula> is proven in [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>] (see, in particular, [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Proposition 3.17 and Lemma 5.3] and note that <inline-formula id="IEq949"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>γ</mml:mi><mml:mo>,</mml:mo><mml:mi>δ</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>u</mml:mi><mml:mo>,</mml:mo><mml:mi>v</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq949_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{\gamma ,\delta ,\eta }(u,v)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq949.gif"/></alternatives></inline-formula> in [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>] denotes <inline-formula id="IEq950"><alternatives><mml:math><mml:msup><mml:mi>δ</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq950_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta ^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq950.gif"/></alternatives></inline-formula>-Liouville graph distance restricted to paths of disks which lie in the box of side length <inline-formula id="IEq951"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mo stretchy="false">|</mml:mo><mml:mi>u</mml:mi><mml:mo>-</mml:mo><mml:mi>v</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math><tex-math id="IEq951_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2|u-v|$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq951.gif"/></alternatives></inline-formula> centered at <inline-formula id="IEq952"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>u</mml:mi><mml:mo>+</mml:mo><mml:mi>v</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq952_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$(u+v)/2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq952.gif"/></alternatives></inline-formula>, with sides parallel to the segment through [<italic>u</italic>, <italic>v</italic>]). The bound (<xref rid="Equ55" ref-type="disp-formula">3.18</xref>) follows from this and Lemma <xref rid="FPar24" ref-type="">3.2</xref>. <inline-formula id="IEq953"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq953_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq953.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par168"><fig id="Fig4"><label>Fig. 4</label><caption xml:lang="en"><p><bold>Left.</bold> Illustration of the proof of Lemma <xref rid="FPar40" ref-type="">3.11</xref>. We show that there must exist a path from <inline-formula id="IEq954"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq954_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\partial _{{\text {L}}} {\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq954.gif"/></alternatives></inline-formula> to <inline-formula id="IEq955"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq955_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {R}}} {\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq955.gif"/></alternatives></inline-formula> consisting of unit side-length squares <italic>S</italic> with the property that the <inline-formula id="IEq956"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq956_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}^{\mathrm {tr}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq956.gif"/></alternatives></inline-formula>-distance between the midpoints of any of the two sides of <italic>S</italic>, restricted to paths of disks which lie in the slightly expanded square <italic>S</italic>(1), is at most <inline-formula id="IEq957"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:math><tex-math id="IEq957_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma -\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq957.gif"/></alternatives></inline-formula> (squares in this path are shown in pink). This gives a Euclidean path (red) from <inline-formula id="IEq958"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq958_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {L}}} {\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq958.gif"/></alternatives></inline-formula> to <inline-formula id="IEq959"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq959_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {R}}} {\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq959.gif"/></alternatives></inline-formula> which can be covered by at most <inline-formula id="IEq960"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq960_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2n^2 \epsilon ^{-\frac{1}{d_\gamma -\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq960.gif"/></alternatives></inline-formula> disks of <inline-formula id="IEq961"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq961_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq961.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq962"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq962_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq962.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq963"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:math><tex-math id="IEq963_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq963.gif"/></alternatives></inline-formula> (larger rectangle). <bold>Right.</bold> To prove Proposition <xref rid="FPar38" ref-type="">3.9</xref>, we use Lemma <xref rid="FPar40" ref-type="">3.11</xref> to find a Euclidean path across each <inline-formula id="IEq964"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq964_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m-1}\times 2^{-m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq964.gif"/></alternatives></inline-formula> or <inline-formula id="IEq965"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq965_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m}\times 2^{-m-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq965.gif"/></alternatives></inline-formula> rectangle in <italic>S</italic> with <inline-formula id="IEq966"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo>≥</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq966_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\ge \log _2 \epsilon ^{-\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq966.gif"/></alternatives></inline-formula> which can be covered by a bounded number of disks of <inline-formula id="IEq967"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq967_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq967.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq968"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq968_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq968.gif"/></alternatives></inline-formula>. For each dyadic square <inline-formula id="IEq969"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq969_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq969.gif"/></alternatives></inline-formula> with side length at most <inline-formula id="IEq970"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq970_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq970.gif"/></alternatives></inline-formula>, we consider the set <inline-formula id="IEq971"><alternatives><mml:math><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq971_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq971.gif"/></alternatives></inline-formula> which is the union of the paths crossing four rectangles contained in <italic>S</italic>. The sets <inline-formula id="IEq972"><alternatives><mml:math><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq972_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq972.gif"/></alternatives></inline-formula> corresponding to successive dyadic squares containing <inline-formula id="IEq973"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq973_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq973.gif"/></alternatives></inline-formula> must intersect, which allows us to bound the <inline-formula id="IEq974"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq974_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq974.gif"/></alternatives></inline-formula>-diameter of each dyadic square of side length at most <inline-formula id="IEq975"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq975_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq975.gif"/></alternatives></inline-formula></p></caption><graphic specific-use="HTML" mime-subtype="PNG" xlink:href="220_2019_3487_Fig4_HTML.png" id="MO182"/></fig></p></sec><sec id="FPar43"><title>Proof of Lemma 3.11</title><p id="Par169">We will show that there are constants <inline-formula id="IEq976"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq976_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 , A &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq976.gif"/></alternatives></inline-formula> as in the statement of the lemma such that for <inline-formula id="IEq977"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq977_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq977.gif"/></alternatives></inline-formula> and <inline-formula id="IEq978"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq978_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq978.gif"/></alternatives></inline-formula>,<disp-formula id="Equ56"><label>3.19</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>;</mml:mo><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:mfenced></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ56_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ D_{{\widehat{h}}^{\mathrm {tr}}}^\epsilon \left( \partial _{{\text {L}}} {\mathcal {R}}_n , \partial _{{\text {R}}} {\mathcal {R}}_n ; {\mathcal {R}}_n' \right) \le n^2 \max \left\{ A , \epsilon ^{-\frac{1}{d_\gamma - \zeta } } \right\} \right] \ge 1 - a_0 e^{-a_1 n} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ56.gif" position="anchor"/></alternatives></disp-formula>Combining this with (<xref rid="Equ41" ref-type="disp-formula">3.4</xref>) (applied with <inline-formula id="IEq979"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mi>c</mml:mi><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq979_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = c n^{1/2} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq979.gif"/></alternatives></inline-formula> for an appropriate constant <inline-formula id="IEq980"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq980_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq980.gif"/></alternatives></inline-formula>) and taking a union bound of <inline-formula id="IEq981"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq981_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_n(n^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq981.gif"/></alternatives></inline-formula> Euclidean balls of radius 1 whose union covers <inline-formula id="IEq982"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:math><tex-math id="IEq982_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq982.gif"/></alternatives></inline-formula> yields (<xref rid="Equ54" ref-type="disp-formula">3.17</xref>).</p><p id="Par170">See Fig. <xref rid="Fig4" ref-type="fig">4</xref>, left, for an illustration of the proof of (<xref rid="Equ56" ref-type="disp-formula">3.19</xref>). Let <inline-formula id="IEq983"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq983_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p\in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq983.gif"/></alternatives></inline-formula> be a small universal constant to be chosen later. We assume without loss of generality that <inline-formula id="IEq984"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:math><tex-math id="IEq984_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\ge 3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq984.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq985"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq985_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq985.gif"/></alternatives></inline-formula> be the set of unit side length squares<xref ref-type="fn" rid="Fn7">7</xref><inline-formula id="IEq990"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq990_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset [0,2 n] \times [1,n-1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq990.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq991"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq991_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq991.gif"/></alternatives></inline-formula>.</p><p id="Par172">For each square <inline-formula id="IEq992"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq992_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq992.gif"/></alternatives></inline-formula> and <inline-formula id="IEq993"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq993_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq993.gif"/></alternatives></inline-formula>, define the event<disp-formula id="Equ145"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mfenced close="}" open="{"><mml:msubsup><mml:mi>D</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi>S</mml:mi></mml:mrow><mml:mi>i</mml:mi></mml:msubsup><mml:mo>,</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi>S</mml:mi></mml:mrow><mml:mi>j</mml:mi></mml:msubsup><mml:mo>;</mml:mo><mml:mi>S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:mo>∀</mml:mo><mml:mi>i</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ145_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} E_S^\epsilon := \left\{ D^\epsilon _{{\widehat{h}}^{\mathrm {tr}}}\left( u_{S }^i, u_{S }^j ; S(1) \right) \le \epsilon ^{- \frac{1}{d_\gamma - \zeta }} ,\, \forall i,j\in \{1,\dots ,4\} \right\} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ145.gif" position="anchor"/></alternatives></disp-formula>where <inline-formula id="IEq994"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>u</mml:mi><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msubsup><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mi>S</mml:mi><mml:mn>4</mml:mn></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq994_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$u_S^1,\dots ,u_S^4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq994.gif"/></alternatives></inline-formula> denote the four corners of <italic>S</italic>. For each <inline-formula id="IEq995"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq995_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq995.gif"/></alternatives></inline-formula>, the re-centered field <inline-formula id="IEq996"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>-</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="double-struck">s</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq996_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}(\cdot - v_S + v_{\mathbbm {s}}) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq996.gif"/></alternatives></inline-formula> agrees in law with <inline-formula id="IEq997"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq997_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq997.gif"/></alternatives></inline-formula>. By Lemma <xref rid="FPar41" ref-type="">3.12</xref>, it therefore follows that we can find <inline-formula id="IEq998"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>p</mml:mi><mml:mo>,</mml:mo><mml:mi>ζ</mml:mi><mml:mo>,</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq998_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon _* = \epsilon _*(p,\zeta ,\gamma ) &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq998.gif"/></alternatives></inline-formula> such that<disp-formula id="Equ57"><label>3.20</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">P</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msubsup><mml:mi>E</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>p</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ57_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}[E_S^\epsilon ] = {\mathbbm {P}}[E_{{\mathbbm {S}}}^\epsilon ] \ge 1-p , \quad \forall S\in {\mathcal {S}}({\mathcal {R}}_n) , \quad \forall \epsilon \in (0,\epsilon _*] . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ57.gif" position="anchor"/></alternatives></disp-formula>Note that we are only asserting that <italic>each</italic><inline-formula id="IEq999"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq999_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq999.gif"/></alternatives></inline-formula> individually has probability at least <inline-formula id="IEq1000"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>p</mml:mi></mml:mrow></mml:math><tex-math id="IEq1000_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1-p$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1000.gif"/></alternatives></inline-formula> — we are not yet claiming anything about the probabilities of the intersections of these events.</p><p id="Par173">View <inline-formula id="IEq1001"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1001_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1001.gif"/></alternatives></inline-formula> as a graph with two squares considered to be adjacent if they share an edge. We define the <italic>left boundary</italic> of <inline-formula id="IEq1002"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1002_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1002.gif"/></alternatives></inline-formula> to be the set of squares in <inline-formula id="IEq1003"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1003_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1003.gif"/></alternatives></inline-formula> which intersect the left boundary of <inline-formula id="IEq1004"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1004_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[0,2n]\times [1,n-1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1004.gif"/></alternatives></inline-formula>. We similarly define the right, top, and bottom boundaries of <inline-formula id="IEq1005"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1005_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1005.gif"/></alternatives></inline-formula>.</p><p id="Par174">We claim that if <italic>p</italic> is chosen sufficiently small, then for appropriate constants <inline-formula id="IEq1006"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1006_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1006.gif"/></alternatives></inline-formula> as in the statement of the lemma, it holds for each <inline-formula id="IEq1007"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1007_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1007.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1008"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1008_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1008.gif"/></alternatives></inline-formula> that with probability at least <inline-formula id="IEq1009"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1009_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1- a_0 e^{-a_1 n}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1009.gif"/></alternatives></inline-formula>, we can find a path in <inline-formula id="IEq1010"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1010_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1010.gif"/></alternatives></inline-formula> from the left boundary of <inline-formula id="IEq1011"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1011_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1011.gif"/></alternatives></inline-formula> to the right boundary of <inline-formula id="IEq1012"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1012_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1012.gif"/></alternatives></inline-formula> consisting of squares for which <inline-formula id="IEq1013"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1013_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1013.gif"/></alternatives></inline-formula> occurs.</p><p id="Par175">Assume the claim for the moment. Since each square <italic>S</italic>(1) for <inline-formula id="IEq1014"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1014_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1014.gif"/></alternatives></inline-formula> is contained in <inline-formula id="IEq1015"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:math><tex-math id="IEq1015_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1015.gif"/></alternatives></inline-formula>, the definition of <inline-formula id="IEq1016"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1016_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1016.gif"/></alternatives></inline-formula> and the triangle inequality show that if a path as in the claim exists then the <inline-formula id="IEq1017"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1017_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$ D_{ {\widehat{h}}^{\mathrm {tr}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1017.gif"/></alternatives></inline-formula>-distance between the left and right boundaries of <inline-formula id="IEq1018"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq1018_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1018.gif"/></alternatives></inline-formula> along paths of disks which are contained in <inline-formula id="IEq1019"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:math><tex-math id="IEq1019_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathcal {R}}_n'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1019.gif"/></alternatives></inline-formula> is at most <inline-formula id="IEq1020"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1020_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$ 2 n^2 \epsilon ^{-1/(d_\gamma -\zeta )}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1020.gif"/></alternatives></inline-formula>. This shows that (<xref rid="Equ56" ref-type="disp-formula">3.19</xref>) holds for <inline-formula id="IEq1021"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1021_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1021.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq1022"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mn>1</mml:mn><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1022_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$ D_{ {\widehat{h}}_1^{{\mathrm {tr}}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1022.gif"/></alternatives></inline-formula> can only increase when <inline-formula id="IEq1023"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1023_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1023.gif"/></alternatives></inline-formula> decreases (since by definition we are taking an infimum over a smaller collection of sets of balls), it follows that (<xref rid="Equ56" ref-type="disp-formula">3.19</xref>) is true for general <inline-formula id="IEq1024"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1024_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1024.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1025"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:msubsup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq1025_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$A =2 \epsilon _*^{-1/(d_\gamma - \zeta )} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1025.gif"/></alternatives></inline-formula>.</p><p id="Par176">It remains only to prove the above claim. Let <inline-formula id="IEq1026"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">S</mml:mi></mml:mrow><mml:mo>∗</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1026_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$${\mathcal {S}}^*({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1026.gif"/></alternatives></inline-formula> be the graph whose squares are the same as the squares of <inline-formula id="IEq1027"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1027_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$${\mathcal {S}}({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1027.gif"/></alternatives></inline-formula>, but with two squares considered to be adjacent if they share a corner or an edge, instead of only considering squares to be adjacent if they share an edge. By planar duality, it suffices to show that if <inline-formula id="IEq1028"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1028_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$p ,a_0, a_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1028.gif"/></alternatives></inline-formula> are chosen appropriately, then for <inline-formula id="IEq1029"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1029_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1029.gif"/></alternatives></inline-formula> it holds with probability at least <inline-formula id="IEq1030"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1030_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$1-a_0 e^{-a_1 n}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1030.gif"/></alternatives></inline-formula> that there does <italic>not</italic> exist a simple path in <inline-formula id="IEq1031"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">S</mml:mi></mml:mrow><mml:mo>∗</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1031_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$${\mathcal {S}}^*({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1031.gif"/></alternatives></inline-formula> from the top boundary to the bottom boundary of <inline-formula id="IEq1032"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1032_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}} ({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1032.gif"/></alternatives></inline-formula> consisting of squares for which <inline-formula id="IEq1033"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1033_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1033.gif"/></alternatives></inline-formula> does not occur. This will be proven by a standard argument for subcritical percolation. By the definition (<xref rid="Equ40" ref-type="disp-formula">3.3</xref>) of <inline-formula id="IEq1034"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq1034_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1034.gif"/></alternatives></inline-formula>, the event <inline-formula id="IEq1035"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1035_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1035.gif"/></alternatives></inline-formula> is a.s. determined by the restriction of the white noise <italic>W</italic> to <inline-formula id="IEq1036"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:msub><mml:mi mathvariant="double-struck">R</mml:mi><mml:mo>+</mml:mo></mml:msub></mml:mrow></mml:math><tex-math id="IEq1036_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S(2) \times {\mathbbm {R}}_+$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1036.gif"/></alternatives></inline-formula>. In particular, <inline-formula id="IEq1037"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1037_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1037.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1038"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1038_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_{{\widetilde{S}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1038.gif"/></alternatives></inline-formula> are independent whenever <inline-formula id="IEq1039"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi mathvariant="normal">∅</mml:mi></mml:mrow></mml:math><tex-math id="IEq1039_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S(2)\cap {\widetilde{S}}(2) = \emptyset $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1039.gif"/></alternatives></inline-formula>. For each fixed deterministic simple path <italic>P</italic> in <inline-formula id="IEq1040"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">S</mml:mi></mml:mrow><mml:mo>∗</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1040_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}^*({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1040.gif"/></alternatives></inline-formula>, we can find a set of at least |<italic>P</italic>| / 100 squares hit by <italic>P</italic> for which the expanded squares <italic>S</italic>(2) are disjoint. By (<xref rid="Equ57" ref-type="disp-formula">3.20</xref>), applied once to each of these |<italic>P</italic>| / 100 squares, if <inline-formula id="IEq1041"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1041_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1041.gif"/></alternatives></inline-formula> then the probability that <inline-formula id="IEq1042"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1042_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1042.gif"/></alternatives></inline-formula> fails to occur for every square in <italic>P</italic> is at most <inline-formula id="IEq1043"><alternatives><mml:math><mml:msup><mml:mi>p</mml:mi><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>P</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mn>100</mml:mn></mml:mrow></mml:msup></mml:math><tex-math id="IEq1043_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p^{| P|/100}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1043.gif"/></alternatives></inline-formula>.</p><p id="Par177">We now take a union bound over all simple paths <italic>P</italic> in <inline-formula id="IEq1044"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">S</mml:mi></mml:mrow><mml:mo>∗</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1044_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}^*({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1044.gif"/></alternatives></inline-formula> connecting the top and bottom boundaries. For <inline-formula id="IEq1045"><alternatives><mml:math><mml:mrow><mml:mi>k</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1045_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$k \in [n,2n^2]_{{\mathbbm {Z}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1045.gif"/></alternatives></inline-formula>, the number of such paths with <inline-formula id="IEq1046"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>P</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>=</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1046_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|P| = k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1046.gif"/></alternatives></inline-formula> is at most <inline-formula id="IEq1047"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:msup><mml:mn>8</mml:mn><mml:mrow><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1047_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ n 8^{k+1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1047.gif"/></alternatives></inline-formula> since there are 2<italic>n</italic> possible initial squares adjacent in the top boundary of <inline-formula id="IEq1048"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq1048_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1048.gif"/></alternatives></inline-formula> and 8 choices for each step of the path. Combining this with the estimate in the preceding paragraph, we find that for <inline-formula id="IEq1049"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1049_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1049.gif"/></alternatives></inline-formula> the probability of a top-bottom crossing of <inline-formula id="IEq1050"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">S</mml:mi></mml:mrow><mml:mo>∗</mml:mo></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1050_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}^*({\mathcal {R}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1050.gif"/></alternatives></inline-formula> consisting of squares for which <inline-formula id="IEq1051"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1051_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1051.gif"/></alternatives></inline-formula> does not occur is at most<disp-formula id="Equ146"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>n</mml:mi><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:munderover><mml:msup><mml:mi>p</mml:mi><mml:mrow><mml:mi>k</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>100</mml:mn></mml:mrow></mml:msup><mml:msup><mml:mn>8</mml:mn><mml:mrow><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ146_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} n \sum _{k=n}^{2 n^2} p^{k/100} 8^{k+1} , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ146.gif" position="anchor"/></alternatives></disp-formula>which is bounded above by an exponential function of <italic>n</italic> provided we take <inline-formula id="IEq1052"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:msup><mml:mn>8</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn>100</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1052_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p &lt; 8^{-100}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1052.gif"/></alternatives></inline-formula>.</p><p id="Par178"><inline-formula id="IEq1053"><alternatives><mml:math><mml:mo>□</mml:mo></mml:math><tex-math id="IEq1053_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1053.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par179">From Lemma <xref rid="FPar40" ref-type="">3.11</xref>, the scaling properties of the field <inline-formula id="IEq1054"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1054_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1054.gif"/></alternatives></inline-formula>, and a union bound, we get the following.</p></sec><sec id="FPar44"><title>Lemma 3.13</title><p id="Par180">For each <inline-formula id="IEq1055"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1055_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1055.gif"/></alternatives></inline-formula>, there exists <inline-formula id="IEq1056"><alternatives><mml:math><mml:mrow><mml:mi>λ</mml:mi><mml:mo>=</mml:mo><mml:mi>λ</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ζ</mml:mi><mml:mo>,</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1056_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\lambda = \lambda (\zeta ,\gamma ) &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1056.gif"/></alternatives></inline-formula> such that the following is true. For <inline-formula id="IEq1057"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1057_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1057.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1058"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1058_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1058.gif"/></alternatives></inline-formula>, it holds with probability <inline-formula id="IEq1059"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>λ</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1059_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1-O_m(e^{-\lambda m})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1059.gif"/></alternatives></inline-formula> as <inline-formula id="IEq1060"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq1060_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\rightarrow \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1060.gif"/></alternatives></inline-formula>, at a rate which is uniform in <inline-formula id="IEq1061"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1061_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1061.gif"/></alternatives></inline-formula>, that for each <inline-formula id="IEq1062"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1062_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ 2^{-m+1} \times 2^{-m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1062.gif"/></alternatives></inline-formula> rectangle <inline-formula id="IEq1063"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1063_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1063.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq1064"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1064_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m} {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1064.gif"/></alternatives></inline-formula>,<disp-formula id="Equ58"><label>3.21</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:msup><mml:mi>m</mml:mi><mml:mn>3</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mfenced><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ58_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( \partial _{{\text {L}}} R , \partial _{{\text {R}}} R ; R' \right) \le \max \left\{ m^3 , \, \epsilon ^{-\frac{1}{d_\gamma - \zeta } } 2^{- \frac{1}{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - \zeta \right) m } \exp \left( \frac{\gamma }{d_\gamma } \min _{z\in R'} {\widehat{h}}_{2^{-m} }(z) \right) \right\} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ58.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par181">Note that there is a <italic>minimum</italic>, rather than a maximum, inside the exponential on the right side of (<xref rid="Equ58" ref-type="disp-formula">3.21</xref>). The minimum and maximum values of <inline-formula id="IEq1065"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1065_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{2^{-m}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1065.gif"/></alternatives></inline-formula> on <italic>R</italic> typically differ by a small multiple of <inline-formula id="IEq1066"><alternatives><mml:math><mml:mrow><mml:mo>log</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:math><tex-math id="IEq1066_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\log m$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1066.gif"/></alternatives></inline-formula> due to continuity estimates for <inline-formula id="IEq1067"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1067_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{2^{-m}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1067.gif"/></alternatives></inline-formula> (Lemma <xref rid="FPar28" ref-type="">3.4</xref>).</p></sec><sec id="FPar45"><title>Proof of Lemma 3.13</title><p id="Par182">Fix <inline-formula id="IEq1068"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1068_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}\in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1068.gif"/></alternatives></inline-formula> to be chosen later, in a manner depending only on <inline-formula id="IEq1069"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1069_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1069.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1070"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1070_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1070.gif"/></alternatives></inline-formula>. Also set<disp-formula id="Equ147"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mo>⌊</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>⌋</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>m</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ147_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} n_m := \lfloor \log _2 m^{3/2} \rfloor ,\quad \forall m \in {\mathbbm {N}} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ147.gif" position="anchor"/></alternatives></disp-formula>(in fact, <inline-formula id="IEq1071"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>⌊</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>m</mml:mi><mml:mi>p</mml:mi></mml:msup><mml:mo>⌋</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1071_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n_m = \lfloor \log _2 m^p \rfloor $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1071.gif"/></alternatives></inline-formula> for any <inline-formula id="IEq1072"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq1072_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1&lt; p &lt; 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1072.gif"/></alternatives></inline-formula> would suffice).</p><p id="Par183">By Lemmas <xref rid="FPar30" ref-type="">3.5</xref> and <xref rid="FPar32" ref-type="">3.6</xref> (the latter is applied with <inline-formula id="IEq1073"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1073_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta = 2^{-m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1073.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1074"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:msup><mml:mo>≍</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1074_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = 2^{n_m} \asymp m^{3/2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1074.gif"/></alternatives></inline-formula>), it holds with exponentially high probability as <inline-formula id="IEq1075"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq1075_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\rightarrow \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1075.gif"/></alternatives></inline-formula> that<disp-formula id="Equ59"><label>3.22</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>≤</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>m</mml:mi></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>≤</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>log</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>m</mml:mi></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ59_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z\in {\mathbbm {S}}} |{\widehat{h}}_{2^{-m}}(z)|&amp;\le (2+{\widetilde{\zeta }}) \log 2^m \quad {\text {and}} \quad \max _{z,w\in {\mathbbm {S}} : |z-w| \le 2^{-m+2} } |{\widehat{h}}_{ 2^{-m - n_m } }(z) - {\widehat{h}}_{2^{-m}}(w)| \nonumber \\&amp;\le {\widetilde{\zeta }} \log 2^m . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ59.gif" position="anchor"/></alternatives></disp-formula>If <italic>R</italic> is a <inline-formula id="IEq1076"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1076_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ 2^{-m+1} \times 2^{-m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1076.gif"/></alternatives></inline-formula> rectangle and <inline-formula id="IEq1077"><alternatives><mml:math><mml:msub><mml:mi>u</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:math><tex-math id="IEq1077_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$u_R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1077.gif"/></alternatives></inline-formula> denotes its bottom left corner, then <inline-formula id="IEq1078"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>R</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1078_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ 2^{m+n_m} (R-u_R) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1078.gif"/></alternatives></inline-formula> is the rectangle <inline-formula id="IEq1079"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:msup></mml:msub></mml:math><tex-math id="IEq1079_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_{2^{n_m} }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1079.gif"/></alternatives></inline-formula> of Lemma <xref rid="FPar40" ref-type="">3.11</xref> and <inline-formula id="IEq1080"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>-</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1080_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{m + n_m} (R' - u_R)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1080.gif"/></alternatives></inline-formula> is the rectangle <inline-formula id="IEq1081"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:msup></mml:mrow><mml:mo>′</mml:mo></mml:msubsup></mml:math><tex-math id="IEq1081_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {R}}_{2^{n_m}}'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1081.gif"/></alternatives></inline-formula> of Lemma <xref rid="FPar40" ref-type="">3.11</xref>. Moreover, the field <inline-formula id="IEq1082"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1082_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ ( {\widehat{h}} - {\widehat{h}}_{2^{-m-n_m}})(2^{-m-n_m}\cdot + u_R)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1082.gif"/></alternatives></inline-formula> agrees in law with <inline-formula id="IEq1083"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1083_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1083.gif"/></alternatives></inline-formula> and is independent from <inline-formula id="IEq1084"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1084_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{2^{-m-n_m} }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1084.gif"/></alternatives></inline-formula>, which means that the associated Liouville graph distance <inline-formula id="IEq1085"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1085_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{( {\widehat{h}} - {\widehat{h}}_{2^{-m-n_m}})(2^{-m-n_m}\cdot + u_R)}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1085.gif"/></alternatives></inline-formula> agrees in law with <inline-formula id="IEq1086"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1086_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1086.gif"/></alternatives></inline-formula> and is independent from <inline-formula id="IEq1087"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1087_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{2^{-m-n_m}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1087.gif"/></alternatives></inline-formula>. Using (<xref rid="Equ45" ref-type="disp-formula">3.8</xref>) with <inline-formula id="IEq1088"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1088_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta = 2^{-m-n_m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1088.gif"/></alternatives></inline-formula> and <italic>U</italic> equal to the interior of <inline-formula id="IEq1089"><alternatives><mml:math><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq1089_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ R'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1089.gif"/></alternatives></inline-formula>, we therefore get that the conditional law of <inline-formula id="IEq1090"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1090_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ D_{{\widehat{h}}}^\epsilon \left( \partial _{{\text {L}}} R , \partial _{{\text {R}}} R ; R' \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1090.gif"/></alternatives></inline-formula> given <inline-formula id="IEq1091"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1091_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{ 2^{-m - n_m} }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1091.gif"/></alternatives></inline-formula> is stochastically dominated by the law of<disp-formula id="Equ148"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:msup></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:msup></mml:msub><mml:mo>;</mml:mo><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:msup></mml:mrow><mml:mo>′</mml:mo></mml:msubsup></mml:mfenced><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="1em"/><mml:msub><mml:mi>T</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>×</mml:mo><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:mi>γ</mml:mi><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ148_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;D_{{\widehat{h}} }^{T_R\epsilon }\left( \partial _{{\text {L}}} {\mathcal {R}}_{2^{n_m} } , \partial _{{\text {R}}} {\mathcal {R}}_{2^{n_m} } ; {\mathcal {R}}_{2^{n_m} }' \right) \quad \text {for} \quad T_R := 2^{\left( 2+\frac{\gamma ^2}{2}\right) ( m+n_m) } \\&amp;\quad \times \exp \left( - \gamma \max _{z\in R'} {\widehat{h}}_{ 2^{-m - n_m} }(z) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ148.gif" position="anchor"/></alternatives></disp-formula>If (<xref rid="Equ59" ref-type="disp-formula">3.22</xref>) holds, then<disp-formula id="Equ60"><label>3.23</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:msub><mml:mi>T</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>≥</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:mi>γ</mml:mi><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>≥</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mi>γ</mml:mi><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ60_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} T_R&amp;\ge 2^{ \left( 2 + \frac{\gamma ^2}{2} + o_m(1) + o_{{\widetilde{\zeta }}}(1) \right) m } \exp \left( - \gamma \min _{z\in R'} {\widehat{h}}_{2^{-m} }(z) \right) \nonumber \\&amp;\ge 2^{ \left( 2 + \frac{\gamma ^2}{2} + o_m(1) + o_{{\widetilde{\zeta }}}(1) \right) m } \exp \left( - \frac{d_\gamma - {\widetilde{\zeta }}}{d_\gamma } \gamma \min _{z\in R'} {\widehat{h}}_{2^{-m} }(z) \right) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ60.gif" position="anchor"/></alternatives></disp-formula>where the <inline-formula id="IEq1092"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1092_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$o_{{\widetilde{\zeta }}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1092.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1093"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1093_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$o_m(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1093.gif"/></alternatives></inline-formula> are each deterministic and independent of <inline-formula id="IEq1094"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1094_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1094.gif"/></alternatives></inline-formula> and the <inline-formula id="IEq1095"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1095_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$o_{{\widetilde{\zeta }}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1095.gif"/></alternatives></inline-formula> error is also independent of <italic>m</italic>. Note that in the first line, we switched from the maximum of <inline-formula id="IEq1096"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1096_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{ 2^{-m - n_m}}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1096.gif"/></alternatives></inline-formula> to the minimum of <inline-formula id="IEq1097"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1097_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\begin{document}$${\widehat{h}}_{2^{-m}}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1097.gif"/></alternatives></inline-formula> (which gives a stronger estimate than the maximum) using the second inequality in (<xref rid="Equ59" ref-type="disp-formula">3.22</xref>). Also, in the second line, we absorbed a small power of <inline-formula id="IEq1098"><alternatives><mml:math><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq1098_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$e^{{\widehat{h}}_{2^{-m}}(z)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1098.gif"/></alternatives></inline-formula> into a factor of <inline-formula id="IEq1099"><alternatives><mml:math><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mi>m</mml:mi><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq1099_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$2^{m o_{{\widetilde{\zeta }}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1099.gif"/></alternatives></inline-formula> using the first inequality in (<xref rid="Equ59" ref-type="disp-formula">3.22</xref>). By Lemma <xref rid="FPar40" ref-type="">3.11</xref> (applied with <inline-formula id="IEq1100"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1100_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\begin{document}$$T_R \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1100.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1101"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1101_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1101.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1102"><alternatives><mml:math><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>n</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:msup></mml:math><tex-math id="IEq1102_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{n_m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1102.gif"/></alternatives></inline-formula> in place of <italic>n</italic>) and a union bound over <inline-formula id="IEq1103"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mn>2</mml:mn><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1103_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$O_m(2^{2m})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1103.gif"/></alternatives></inline-formula> rectangles <italic>R</italic>, we obtain the statement of the lemma upon choosing <inline-formula id="IEq1104"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1104_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1104.gif"/></alternatives></inline-formula> sufficiently small, in a manner depending only on <inline-formula id="IEq1105"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1105_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1105.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1106"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1106_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1106.gif"/></alternatives></inline-formula>. <inline-formula id="IEq1107"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1107_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1107.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par184">The proof of Proposition <xref rid="FPar38" ref-type="">3.9</xref> will use the following consequence of Lemma <xref rid="FPar44" ref-type="">3.13</xref>.</p></sec><sec id="FPar46"><title>Lemma 3.14</title><p id="Par185">Fix <inline-formula id="IEq1108"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1108_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1108.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1109"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1109_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1109.gif"/></alternatives></inline-formula>. It holds with polynomially high probability as <inline-formula id="IEq1110"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1110_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1110.gif"/></alternatives></inline-formula> that for each <inline-formula id="IEq1111"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1111_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1111.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1112"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo>≥</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1112_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m \ge \log _2 \epsilon ^{-\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1112.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq1113"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1113_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ 2^{-m+1} \times 2^{-m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1113.gif"/></alternatives></inline-formula> rectangle <inline-formula id="IEq1114"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1114_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1114.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq1115"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1115_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m} {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1115.gif"/></alternatives></inline-formula>,<disp-formula id="Equ61"><label>3.24</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:msup><mml:mi>m</mml:mi><mml:mn>3</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mfenced><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mfenced><mml:mo>;</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ61_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( \partial _{{\text {L}}} R , \partial _{{\text {R}}} R ; R' \right) \le \max \left\{ m^3, \epsilon ^{-\frac{1}{d_\gamma -\zeta }} 2^{- \frac{1}{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - \zeta \right) m } \right\} ; \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ61.gif" position="anchor"/></alternatives></disp-formula>and the same holds with <inline-formula id="IEq1116"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1116_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m} \times 2^{-m+1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1116.gif"/></alternatives></inline-formula> rectangles but with <inline-formula id="IEq1117"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>B</mml:mtext></mml:msub></mml:math><tex-math id="IEq1117_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {B}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1117.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1118"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>T</mml:mtext></mml:msub></mml:math><tex-math id="IEq1118_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {T}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1118.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1119"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub></mml:math><tex-math id="IEq1119_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {L}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1119.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1120"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub></mml:math><tex-math id="IEq1120_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {R}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1120.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar47"><title>Proof</title><p id="Par186">By Lemma <xref rid="FPar30" ref-type="">3.5</xref>, it holds with exponentially high probability as <inline-formula id="IEq1121"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq1121_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\rightarrow \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1121.gif"/></alternatives></inline-formula> that<disp-formula id="Equ149"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mfenced><mml:mo>log</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>m</mml:mi></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ149_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z\in {\mathbbm {S}}} |{\widehat{h}}_{2^{-m} }(z) | \le \left( 2 + \zeta \right) \log 2^m . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ149.gif" position="anchor"/></alternatives></disp-formula>Combining this with Lemma <xref rid="FPar44" ref-type="">3.13</xref>, taking a union bound over all integers <inline-formula id="IEq1122"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo>≥</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1122_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\ge \log _2 \epsilon ^{-\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1122.gif"/></alternatives></inline-formula>, and possibly shrinking <inline-formula id="IEq1123"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1123_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1123.gif"/></alternatives></inline-formula> concludes the proof. <inline-formula id="IEq1124"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1124_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1124.gif"/></alternatives></inline-formula></p></sec><sec id="FPar48"><title>Proof of Proposition 3.9</title><p id="Par187">See Fig. <xref rid="Fig4" ref-type="fig">4</xref>, right, for an illustration of the proof. Fix <inline-formula id="IEq1125"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1125_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }} \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1125.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1126"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1126_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1126.gif"/></alternatives></inline-formula>, to be chosen later in a manner depending only on <inline-formula id="IEq1127"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1127_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1127.gif"/></alternatives></inline-formula>, and let <inline-formula id="IEq1128"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mo>=</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mi>β</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1128_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon = E^\epsilon ({\widetilde{\zeta }},\beta )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1128.gif"/></alternatives></inline-formula> be the event of Lemma <xref rid="FPar46" ref-type="">3.14</xref> with <inline-formula id="IEq1129"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1129_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1129.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1130"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1130_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1130.gif"/></alternatives></inline-formula>, so that <inline-formula id="IEq1131"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq1131_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1131.gif"/></alternatives></inline-formula> occurs with polynomially high probability as <inline-formula id="IEq1132"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1132_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1132.gif"/></alternatives></inline-formula>. On the event <inline-formula id="IEq1133"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq1133_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1133.gif"/></alternatives></inline-formula>, we can choose for each <inline-formula id="IEq1134"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo>≥</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1134_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m\ge \log _2 \epsilon ^{-\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1134.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq1135"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1135_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m+1}\times 2^{-m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1135.gif"/></alternatives></inline-formula> (resp. <inline-formula id="IEq1136"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1136_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m}\times 2^{-m+1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1136.gif"/></alternatives></inline-formula>) rectangle <inline-formula id="IEq1137"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1137_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1137.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq1138"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1138_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m}{\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1138.gif"/></alternatives></inline-formula> a simple path <inline-formula id="IEq1139"><alternatives><mml:math><mml:msub><mml:mi>P</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:math><tex-math id="IEq1139_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P_R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1139.gif"/></alternatives></inline-formula> in <italic>R</italic> from <inline-formula id="IEq1140"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1140_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {L}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1140.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1141"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1141_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {R}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1141.gif"/></alternatives></inline-formula> (resp. <inline-formula id="IEq1142"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>B</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1142_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {B}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1142.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1143"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>T</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1143_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {T}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1143.gif"/></alternatives></inline-formula>) which can be covered by at most<disp-formula id="Equ150"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:msup><mml:mi>m</mml:mi><mml:mn>3</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mfenced><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ150_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max \left\{ m^3, \epsilon ^{-\frac{1}{d_\gamma -{\widetilde{\zeta }}}} 2^{- \frac{1}{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - {\widetilde{\zeta }}\right) m } \right\} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ150.gif" position="anchor"/></alternatives></disp-formula>Euclidean balls of <inline-formula id="IEq1144"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1144_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1144.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq1145"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1145_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1145.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq1146"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1146_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R' \subset {\mathbbm {S}}(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1146.gif"/></alternatives></inline-formula>. For a dyadic square <inline-formula id="IEq1147"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1147_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1147.gif"/></alternatives></inline-formula> with side length at most <inline-formula id="IEq1148"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq1148_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1148.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1149"><alternatives><mml:math><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1149_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1149.gif"/></alternatives></inline-formula> be the #-sign shaped set which is the union of the paths <inline-formula id="IEq1150"><alternatives><mml:math><mml:msub><mml:mi>P</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:math><tex-math id="IEq1150_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P_R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1150.gif"/></alternatives></inline-formula> corresponding to the four <inline-formula id="IEq1151"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1151_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m-1}\times 2^{-m}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1151.gif"/></alternatives></inline-formula> or <inline-formula id="IEq1152"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1152_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m}\times 2^{-m-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1152.gif"/></alternatives></inline-formula> rectangles <italic>R</italic> as above which are contained in <italic>S</italic>. Then <inline-formula id="IEq1153"><alternatives><mml:math><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1153_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1153.gif"/></alternatives></inline-formula> is connected and contained in <italic>S</italic>. Furthermore, if <inline-formula id="IEq1154"><alternatives><mml:math><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1154_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1154.gif"/></alternatives></inline-formula> is one of the four dyadic children of <italic>S</italic>, then <inline-formula id="IEq1155"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>X</mml:mi><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mo>∩</mml:mo><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>≠</mml:mo><mml:mi mathvariant="normal">∅</mml:mi></mml:mrow></mml:math><tex-math id="IEq1155_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_{{\widetilde{S}}} \cap X_S\not = \emptyset $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1155.gif"/></alternatives></inline-formula>. We will prove the proposition by constructing connected paths between points of <inline-formula id="IEq1156"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1156_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1156.gif"/></alternatives></inline-formula> using the <inline-formula id="IEq1157"><alternatives><mml:math><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1157_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1157.gif"/></alternatives></inline-formula>’s.</p><p id="Par188">Consider a dyadic square <italic>S</italic> with <inline-formula id="IEq1158"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1158_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|S| = 2^{- \lceil \log _2 \epsilon ^{-\beta } \rceil }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1158.gif"/></alternatives></inline-formula> and a point <inline-formula id="IEq1159"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1159_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1159.gif"/></alternatives></inline-formula>. Let <inline-formula id="IEq1160"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>=</mml:mo><mml:msubsup><mml:mi>S</mml:mi><mml:mn>0</mml:mn><mml:mi>z</mml:mi></mml:msubsup><mml:mo>,</mml:mo><mml:msubsup><mml:mi>S</mml:mi><mml:mn>1</mml:mn><mml:mi>z</mml:mi></mml:msubsup><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo></mml:mrow></mml:math><tex-math id="IEq1160_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S = S_0^z , S_1^z,\dots $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1160.gif"/></alternatives></inline-formula> be the sequence of dyadic descendants of <italic>S</italic> containing <italic>z</italic> (enumerated so that <inline-formula id="IEq1161"><alternatives><mml:math><mml:msubsup><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>z</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1161_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_{j-1}^z$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1161.gif"/></alternatives></inline-formula> is the dyadic parent of <inline-formula id="IEq1162"><alternatives><mml:math><mml:msubsup><mml:mi>S</mml:mi><mml:mi>j</mml:mi><mml:mi>z</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1162_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j^z$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1162.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq1163"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1163_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j \in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1163.gif"/></alternatives></inline-formula>). The preceding paragraph shows that on <inline-formula id="IEq1164"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq1164_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1164.gif"/></alternatives></inline-formula>, it holds for each <inline-formula id="IEq1165"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1165_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j \in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1165.gif"/></alternatives></inline-formula> that<disp-formula id="Equ62"><label>3.25</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>u</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>X</mml:mi><mml:msubsup><mml:mi>S</mml:mi><mml:mi>j</mml:mi><mml:mi>z</mml:mi></mml:msubsup></mml:msub></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>u</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>X</mml:mi><mml:msubsup><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>z</mml:mi></mml:msubsup></mml:msub><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>≤</mml:mo><mml:mn>4</mml:mn><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:mrow><mml:mo stretchy="false">(</mml:mo></mml:mrow><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msubsup><mml:mi>S</mml:mi><mml:mi>j</mml:mi><mml:mi>z</mml:mi></mml:msubsup><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>3</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msubsup><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi></mml:mrow><mml:mi>z</mml:mi></mml:msubsup><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mfenced></mml:mrow></mml:msup></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ62_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;\max _{ u \in X_{S_j^z} } D_{{\widehat{h}}}^\epsilon \left( u , X_{S_{j-1}^z} ; {\mathbbm {S}}(1/2) \right) \nonumber \\&amp;\quad \le 4 \max \left\{ (\log _2 (1/|S_j^z|) )^3, \epsilon ^{-\frac{1}{d_\gamma -{\widetilde{\zeta }}}} |S_{j}^z|^{ \frac{1}{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - {\widetilde{\zeta }}\right) } \right\} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ62.gif" position="anchor"/></alternatives></disp-formula>By Lemma <xref rid="FPar36" ref-type="">3.8</xref>, there exists <inline-formula id="IEq1166"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mi>A</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1166_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A=A(\gamma ) &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1166.gif"/></alternatives></inline-formula> such that with polynomially high probability as <inline-formula id="IEq1167"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1167_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1167.gif"/></alternatives></inline-formula>, each Euclidean ball of <inline-formula id="IEq1168"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1168_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1168.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq1169"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1169_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1169.gif"/></alternatives></inline-formula> which intersects <inline-formula id="IEq1170"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1170_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1170.gif"/></alternatives></inline-formula> is contained in <inline-formula id="IEq1171"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1171_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1171.gif"/></alternatives></inline-formula> and has Euclidean radius at least <inline-formula id="IEq1172"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>A</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq1172_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\epsilon ^A$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1172.gif"/></alternatives></inline-formula>. This in particular implies that whenever <inline-formula id="IEq1173"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1173_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{S}} \subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1173.gif"/></alternatives></inline-formula> is a dyadic square with <inline-formula id="IEq1174"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo></mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>A</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq1174_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|{\widetilde{S}}| \le \epsilon ^{A}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1174.gif"/></alternatives></inline-formula>, we have <inline-formula id="IEq1175"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>u</mml:mi><mml:mo>,</mml:mo><mml:mi>v</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq1175_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon \left( u ,v ; {\mathbbm {S}}(1/2) \right) = 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1175.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq1176"><alternatives><mml:math><mml:mrow><mml:mi>u</mml:mi><mml:mo>,</mml:mo><mml:mi>v</mml:mi><mml:mo>∈</mml:mo><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq1176_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$u,v\in {\widetilde{S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1176.gif"/></alternatives></inline-formula>. If this is the case, we may sum the estimate (<xref rid="Equ62" ref-type="disp-formula">3.25</xref>) over all <inline-formula id="IEq1177"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mi>β</mml:mi><mml:mo>-</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1177_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j \in [1, \log _2 \epsilon ^{\beta - A}]_{{\mathbbm {Z}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1177.gif"/></alternatives></inline-formula> to find that<disp-formula id="Equ63"><label>3.26</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>⪯</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mfenced></mml:mrow></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>+</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mi>β</mml:mi><mml:mo>-</mml:mo><mml:mi>A</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>4</mml:mn></mml:msup><mml:mo>⪯</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mfenced></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ63_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;D_{{\widehat{h}}}^\epsilon \left( z , X_S; {\mathbbm {S}}(1/2) \right) \preceq \epsilon ^{-\frac{1}{d_\gamma -{\widetilde{\zeta }}} + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - {\widetilde{\zeta }}\right) } \nonumber \\&amp;\quad + (\log _2 \epsilon ^{\beta - A} )^4 \preceq \epsilon ^{ -\frac{1}{d_\gamma -{\widetilde{\zeta }}} + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - {\widetilde{\zeta }}\right) } , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ63.gif" position="anchor"/></alternatives></disp-formula>with the implicit constant in <inline-formula id="IEq1178"><alternatives><mml:math><mml:mo>⪯</mml:mo></mml:math><tex-math id="IEq1178_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\preceq $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1178.gif"/></alternatives></inline-formula> deterministic and independent of <inline-formula id="IEq1179"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1179_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1179.gif"/></alternatives></inline-formula> and <italic>z</italic>.</p><p id="Par189">The bound (<xref rid="Equ63" ref-type="disp-formula">3.26</xref>) holds simultaneously for every dyadic square <italic>S</italic> of side length <inline-formula id="IEq1180"><alternatives><mml:math><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1180_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ 2^{- \lceil \log _2 \epsilon ^{-\beta } \rceil }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1180.gif"/></alternatives></inline-formula> and every <inline-formula id="IEq1181"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1181_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1181.gif"/></alternatives></inline-formula> with polynomially high probability as <inline-formula id="IEq1182"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1182_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1182.gif"/></alternatives></inline-formula>. Furthermore, with polynomially high probability as <inline-formula id="IEq1183"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1183_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1183.gif"/></alternatives></inline-formula> each <inline-formula id="IEq1184"><alternatives><mml:math><mml:msub><mml:mi>X</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1184_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$X_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1184.gif"/></alternatives></inline-formula> for dyadic squares <italic>S</italic> with <inline-formula id="IEq1185"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1185_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|S| =2^{- \lceil \log _2 \epsilon ^{-\beta } \rceil }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1185.gif"/></alternatives></inline-formula> can be covered by at most <inline-formula id="IEq1186"><alternatives><mml:math><mml:mrow><mml:mn>4</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mfenced></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1186_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$4 \epsilon ^{ -\frac{1}{d_\gamma -{\widetilde{\zeta }}} + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - {\widetilde{\zeta }}\right) }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1186.gif"/></alternatives></inline-formula> Euclidean balls contained in <inline-formula id="IEq1187"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1187_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1187.gif"/></alternatives></inline-formula>, each of which has <inline-formula id="IEq1188"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1188_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1188.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq1189"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1189_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1189.gif"/></alternatives></inline-formula>. It follows that with polynomially high probability as <inline-formula id="IEq1190"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1190_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1190.gif"/></alternatives></inline-formula>,<disp-formula id="Equ64"><label>3.27</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>⪯</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mfenced></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mtext>dyadic</mml:mtext><mml:mspace width="3.33333pt"/><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mspace width="3.33333pt"/><mml:mtext>with</mml:mtext><mml:mspace width="3.33333pt"/><mml:mo stretchy="false">|</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ64_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;\max _{z,w\in S} D^\epsilon _{{\widehat{h}}}\left( z , w ; {\mathbbm {S}}(1/2) \right) \preceq \epsilon ^{ -\frac{1}{d_\gamma -{\widetilde{\zeta }}} + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - {\widetilde{\zeta }}\right) } ,\nonumber \\&amp;\quad \forall \text {dyadic}~ S\subset {\mathbbm {S}}~ \text {with}~ |S| = 2^{- \lceil \log _2 \epsilon ^{-\beta } \rceil }. \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ64.gif" position="anchor"/></alternatives></disp-formula>By summing the bound (<xref rid="Equ64" ref-type="disp-formula">3.27</xref>) over <inline-formula id="IEq1191"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1191_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_\epsilon (\epsilon ^{-\beta })$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1191.gif"/></alternatives></inline-formula> dyadic squares of side length <inline-formula id="IEq1192"><alternatives><mml:math><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1192_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{- \lceil \log _2 \epsilon ^{-\beta } \rceil }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1192.gif"/></alternatives></inline-formula> whose union contains a path between two given points of <inline-formula id="IEq1193"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1193_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1193.gif"/></alternatives></inline-formula>, we get that with polynomially high probability as <inline-formula id="IEq1194"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1194_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1194.gif"/></alternatives></inline-formula>,<disp-formula id="Equ151"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>⪯</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mfenced><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ151_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} \max _{z,w\in S} D^\epsilon _{{\widehat{h}}}\left( z , w ; {\mathbbm {S}}(1/2) \right) \preceq \epsilon ^{ -\frac{1}{d_\gamma -{\widetilde{\zeta }}} + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} - 2\gamma - {\widetilde{\zeta }}\right) - \beta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ151.gif" position="anchor"/></alternatives></disp-formula>We now obtain (<xref rid="Equ53" ref-type="disp-formula">3.16</xref>) by choosing <inline-formula id="IEq1195"><alternatives><mml:math><mml:mi>β</mml:mi></mml:math><tex-math id="IEq1195_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1195.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1196"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1196_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1196.gif"/></alternatives></inline-formula> sufficiently small, in a manner depending only on <inline-formula id="IEq1197"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1197_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1197.gif"/></alternatives></inline-formula>. <inline-formula id="IEq1198"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1198_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1198.gif"/></alternatives></inline-formula></p></sec><sec id="FPar49"><title>Proof of Theorem 1.4</title><p id="Par190">The bound for point-to-point distance (<xref rid="Equ8" ref-type="disp-formula">1.8</xref>) was already proven in Lemma <xref rid="FPar10" ref-type="">2.2</xref>, so we only need to prove (<xref rid="Equ9" ref-type="disp-formula">1.9</xref>). For a compact set <italic>K</italic> and an open set <italic>U</italic> with <inline-formula id="IEq1199"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1199_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K \subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1199.gif"/></alternatives></inline-formula> as in the theorem statement, choose finitely many squares <inline-formula id="IEq1200"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1200_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_1,\dots ,S_k \subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1200.gif"/></alternatives></inline-formula> whose union covers <italic>K</italic> and such that each of the expanded squares <inline-formula id="IEq1201"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1201_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1201.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1202"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1202_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1202.gif"/></alternatives></inline-formula> is also contained in <italic>U</italic>. Also fix <inline-formula id="IEq1203"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1203_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1203.gif"/></alternatives></inline-formula>.</p><p id="Par191">By Lemma <xref rid="FPar24" ref-type="">3.2</xref>, the conclusion of Proposition <xref rid="FPar38" ref-type="">3.9</xref> remains true with the white-noise field <inline-formula id="IEq1204"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1204_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1204.gif"/></alternatives></inline-formula> replaced with the whole-plane GFF <italic>h</italic>. If <inline-formula id="IEq1205"><alternatives><mml:math><mml:mrow><mml:mi>C</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1205_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$C&gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1205.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1206"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1206_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1206.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq1207"><alternatives><mml:math><mml:mrow><mml:mi>h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>-</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1207_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h(C^{-1}(\cdot - z)) - h_C(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1207.gif"/></alternatives></inline-formula> agrees in law with <italic>h</italic>, equivalently the Liouville graph distance satisfies <inline-formula id="IEq1208"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>C</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>-</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mi>ϵ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:msubsup><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq1208_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$D_{h(C^{-1}(\cdot -z))}^{\epsilon e^{\gamma h_C(z)}} \overset{d}{=}D_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1208.gif"/></alternatives></inline-formula>. Since each <inline-formula id="IEq1209"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1209_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_C(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1209.gif"/></alternatives></inline-formula> is a Gaussian random variable, we find that the conclusion of Proposition <xref rid="FPar38" ref-type="">3.9</xref> remains true with <italic>h</italic> in place of <inline-formula id="IEq1210"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1210_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1210.gif"/></alternatives></inline-formula> and with <inline-formula id="IEq1211"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1211_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1211.gif"/></alternatives></inline-formula> replaced with any other square <inline-formula id="IEq1212"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1212_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1212.gif"/></alternatives></inline-formula> (with the rate of convergence of the probability as <inline-formula id="IEq1213"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1213_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1213.gif"/></alternatives></inline-formula> depending on the square). Applying this to each of the squares <inline-formula id="IEq1214"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1214_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1214.gif"/></alternatives></inline-formula> above, we find that with polynomially high probability as <inline-formula id="IEq1215"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1215_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1215.gif"/></alternatives></inline-formula>,<disp-formula id="Equ65"><label>3.28</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ65_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w\in K} D_h^\epsilon \left( z , w ; U \right) \le \epsilon ^{-\frac{1}{d_\gamma - \zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ65.gif" position="anchor"/></alternatives></disp-formula>To bound <inline-formula id="IEq1216"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1216_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ D_h^\epsilon \left( K , \partial U \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1216.gif"/></alternatives></inline-formula>, we first use [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Lemma 6.1] to get that if <inline-formula id="IEq1217"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1217_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1217.gif"/></alternatives></inline-formula> is a zero-boundary GFF on <inline-formula id="IEq1218"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1218_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1218.gif"/></alternatives></inline-formula>, then with polynomially high probability as <inline-formula id="IEq1219"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1219_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1219.gif"/></alternatives></inline-formula>,<disp-formula id="Equ66"><label>3.29</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ66_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{h^{{\mathbbm {S}}(1)}}^\epsilon \left( \partial {\mathbbm {S}} , \partial {\mathbbm {S}}(1/2) \right) \ge \epsilon ^{-\frac{1}{d_\gamma +\zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ66.gif" position="anchor"/></alternatives></disp-formula>By the same argument as in the preceding paragraph, the same is true with <italic>h</italic> in place of <inline-formula id="IEq1220"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1220_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1220.gif"/></alternatives></inline-formula> and with <inline-formula id="IEq1221"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1221_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1221.gif"/></alternatives></inline-formula> replaced with any other square <inline-formula id="IEq1222"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1222_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1222.gif"/></alternatives></inline-formula>. Any path from <italic>K</italic> to <inline-formula id="IEq1223"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1223_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1223.gif"/></alternatives></inline-formula> must cross <inline-formula id="IEq1224"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1224_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j(1/2) \setminus S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1224.gif"/></alternatives></inline-formula> for one of the squares <inline-formula id="IEq1225"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1225_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1225.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1226"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1226_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1226.gif"/></alternatives></inline-formula>, above. We therefore obtain that with polynomially high probability as <inline-formula id="IEq1227"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1227_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1227.gif"/></alternatives></inline-formula>,<disp-formula id="Equ67"><label>3.30</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ67_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_h^\epsilon \left( K , \partial U \right) \ge \epsilon ^{-\frac{1}{d_\gamma + \zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ67.gif" position="anchor"/></alternatives></disp-formula>By Lemma <xref rid="FPar10" ref-type="">2.2</xref> (applied for <inline-formula id="IEq1228"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:math><tex-math id="IEq1228_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w \in K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1228.gif"/></alternatives></inline-formula> and for <inline-formula id="IEq1229"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:math><tex-math id="IEq1229_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1229.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1230"><alternatives><mml:math><mml:mrow><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1230_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$w\in \partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1230.gif"/></alternatives></inline-formula>, respectively) we also get a lower bound of <inline-formula id="IEq1231"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:math><tex-math id="IEq1231_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma + \zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1231.gif"/></alternatives></inline-formula> for the left side of (<xref rid="Equ65" ref-type="disp-formula">3.28</xref>) and an upper bound of <inline-formula id="IEq1232"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:math><tex-math id="IEq1232_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma - \zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1232.gif"/></alternatives></inline-formula> for the right side of (<xref rid="Equ67" ref-type="disp-formula">3.30</xref>) which each hold with polynomially high probability as <inline-formula id="IEq1233"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1233_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1233.gif"/></alternatives></inline-formula>. Taking a union bound over dyadic values of <inline-formula id="IEq1234"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1234_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1234.gif"/></alternatives></inline-formula> concludes the proof. <inline-formula id="IEq1235"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1235_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1235.gif"/></alternatives></inline-formula></p></sec></sec><sec id="Sec19"><title>Lower bound for LFPP distances</title><sec><p id="Par192">In this subsection we will prove the lower bound for LFPP distances from Theorem <xref rid="FPar5" ref-type="">1.5</xref>, building on the estimates proven in Sect. <xref rid="Sec18" ref-type="sec">3.2</xref>. In fact, we will prove the following slightly more quantitative statement.</p></sec><sec id="FPar50"><title>Proposition 3.15</title><p id="Par193">Let <italic>h</italic> be a whole-plane GFF normalized so that <inline-formula id="IEq1236"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1236_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_1(0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1236.gif"/></alternatives></inline-formula>. Also let <inline-formula id="IEq1237"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1237_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1237.gif"/></alternatives></inline-formula> be a bounded open set and let <inline-formula id="IEq1238"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1238_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$K\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1238.gif"/></alternatives></inline-formula> be a compact set. For each <inline-formula id="IEq1239"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1239_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1239.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1240"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1240_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1240.gif"/></alternatives></inline-formula> that the LFPP distance with exponent <inline-formula id="IEq1241"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1241_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\xi =\gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1241.gif"/></alternatives></inline-formula> satisfies<disp-formula id="Equ68"><label>3.31</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LFPP</mml:mi></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ68_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} D_{h,{ \textsc {LFPP} }}^\delta \left( K , \partial U \right) \ge \delta ^{1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2 d_\gamma } + \zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ68.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par194">The basic idea of the proof of Proposition <xref rid="FPar50" ref-type="">3.15</xref> is as follows. We choose <inline-formula id="IEq1242"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1242_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta =\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1242.gif"/></alternatives></inline-formula> to be comparable to a small (but fixed) power of <inline-formula id="IEq1243"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1243_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1243.gif"/></alternatives></inline-formula> and consider a path from <italic>K</italic> to <inline-formula id="IEq1244"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1244_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1244.gif"/></alternatives></inline-formula> along which the integral of <inline-formula id="IEq1245"><alternatives><mml:math><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq1245_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$e^{\gamma h_\delta (z)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1245.gif"/></alternatives></inline-formula> is close to minimal. We then concatenate the crossings of the <inline-formula id="IEq1246"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1246_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\delta _\epsilon \times \delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1246.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1247"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1247_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon \times 2\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1247.gif"/></alternatives></inline-formula> rectangles traversed by this path, as afforded by Lemma <xref rid="FPar44" ref-type="">3.13</xref>, to produce another path from <italic>K</italic> to <inline-formula id="IEq1248"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1248_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1248.gif"/></alternatives></inline-formula> such that the number of <inline-formula id="IEq1249"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1249_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1249.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq1250"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1250_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1250.gif"/></alternatives></inline-formula> disks needed to cover this second path can be bounded above in terms of <inline-formula id="IEq1251"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mrow><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1251_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,{ \textsc {LFPP} }}^{\delta _\epsilon }\left( K , \partial U \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1251.gif"/></alternatives></inline-formula> (see Fig. <xref rid="Fig5" ref-type="fig">5</xref>). Plugging in our known lower bound for <inline-formula id="IEq1252"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1252_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$D_{{\widehat{h}}}^\epsilon \left( K , \partial U \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1252.gif"/></alternatives></inline-formula> (which comes from Theorem <xref rid="FPar4" ref-type="">1.4</xref> and Lemma <xref rid="FPar24" ref-type="">3.2</xref>) then gives a lower bound for <inline-formula id="IEq1253"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1253_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,{ \textsc {LFPP} }}^{\delta _\epsilon }\left( K , \partial U \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1253.gif"/></alternatives></inline-formula>.<fig id="Fig5"><label>Fig. 5</label><caption xml:lang="en"><p>The sets <inline-formula id="IEq1254"><alternatives><mml:math><mml:msub><mml:mi>Y</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1254_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Y_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1254.gif"/></alternatives></inline-formula> used in the proof of Proposition <xref rid="FPar53" ref-type="">3.17</xref> for two adjacent <inline-formula id="IEq1255"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1255_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon \times \delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1255.gif"/></alternatives></inline-formula> squares <italic>S</italic> (pink and light blue). Each of these sets is the union of 12 paths which cross the <inline-formula id="IEq1256"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1256_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon \times (\delta _\epsilon /2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1256.gif"/></alternatives></inline-formula> or <inline-formula id="IEq1257"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1257_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\delta _\epsilon /2) \times \delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1257.gif"/></alternatives></inline-formula> rectangles which intersect the square. Each <inline-formula id="IEq1258"><alternatives><mml:math><mml:msub><mml:mi>Y</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1258_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Y_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1258.gif"/></alternatives></inline-formula> is connected and the sets corresponding to adjacent squares intersect</p></caption><graphic specific-use="HTML" mime-subtype="PNG" xlink:href="220_2019_3487_Fig5_HTML.png" id="MO183"/></fig></p></sec><sec><p id="Par195">For most of the proof, we will work with a zero-boundary GFF <inline-formula id="IEq1259"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1259_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1259.gif"/></alternatives></inline-formula> on the square <inline-formula id="IEq1260"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1260_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1) = [-1,2]^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1260.gif"/></alternatives></inline-formula> instead of a whole-plane GFF (mostly because of Lemma <xref rid="FPar34" ref-type="">3.7</xref>). It will also be convenient to work with an approximate version of LFPP distances for which the paths interact with squares in a nice way (this is a LFPP analogue of the approximate Liouville graph distance considered in [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Section 3]).</p></sec><sec><p id="Par196">For <inline-formula id="IEq1261"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1261_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1261.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1262"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1262_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m_\delta := \lceil \log _2 \delta ^{-1} \rceil $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1262.gif"/></alternatives></inline-formula> be the smallest integer with <inline-formula id="IEq1263"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1263_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{m_\delta } \ge \delta ^{-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1263.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq1264"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1264_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1264.gif"/></alternatives></inline-formula> be the set of dyadic squares contained in <inline-formula id="IEq1265"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1265_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1265.gif"/></alternatives></inline-formula> with side length <inline-formula id="IEq1266"><alternatives><mml:math><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:math><tex-math id="IEq1266_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-m_\delta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1266.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq1267"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1267_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1267.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1268"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1268_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1268.gif"/></alternatives></inline-formula>, define the <italic>approximate</italic><inline-formula id="IEq1269"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq1269_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1269.gif"/></alternatives></inline-formula><italic>-LFPP distance</italic> from <italic>z</italic> to <italic>w</italic> with respect to <inline-formula id="IEq1270"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1270_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1270.gif"/></alternatives></inline-formula> by<disp-formula id="Equ69"><label>3.32</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:munder><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi>k</mml:mi></mml:munderover><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ69_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\widehat{D}}_{{\widehat{h}} ,{ \textsc {LFPP} }}^\delta (z,w ; {\mathbbm {S}}) := \min _{S_0,\dots ,S_k} \sum _{j =0}^{k} \delta e^{\xi {\widehat{h}}_\delta (v_{S_j})} \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ69.gif" position="anchor"/></alternatives></disp-formula>where the minimum is over all sequences of distinct squares <inline-formula id="IEq1271"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:mrow></mml:math><tex-math id="IEq1271_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0 ,\dots ,S_k \in {\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1271.gif"/></alternatives></inline-formula> such that <inline-formula id="IEq1272"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1272_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in S_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1272.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1273"><alternatives><mml:math><mml:mrow><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1273_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$w\in S_k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1273.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1274"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1274_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1274.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1275"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math><tex-math id="IEq1275_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_{j-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1275.gif"/></alternatives></inline-formula> share a side for each <inline-formula id="IEq1276"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1276_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1276.gif"/></alternatives></inline-formula>. Here we recall that <inline-formula id="IEq1277"><alternatives><mml:math><mml:msub><mml:mi>v</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1277_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$v_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1277.gif"/></alternatives></inline-formula> denotes the center of <italic>S</italic>.</p></sec><sec id="FPar51"><title>Proposition 3.16</title><p id="Par197">There is a coupling of <inline-formula id="IEq1278"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1278_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1278.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1279"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1279_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1279.gif"/></alternatives></inline-formula> such that the following is true. For each <inline-formula id="IEq1280"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1280_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1280.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq1281"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1281_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1281.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1282"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1282_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1282.gif"/></alternatives></inline-formula> that for each <inline-formula id="IEq1283"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1283_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1283.gif"/></alternatives></inline-formula>,<disp-formula id="Equ70"><label>3.33</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>δ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:mfenced close=")" open="("><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ70_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \delta ^\zeta \left( {\widehat{D}}_{{\widehat{h}} ,{ \textsc {LFPP} }}^\delta (z,w ; {\mathbbm {S}}) - \delta e^{\xi {\widehat{h}}_\delta (v_{S_z}) } \right) \le D_{h^{{\mathbbm {S}}(1)} ,{ \textsc {LFPP} }}^\delta (z,w;{\mathbbm {S}}) \le \delta ^{-\zeta } {\widehat{D}}_{{\widehat{h}} ,{ \textsc {LFPP} }}^\delta (z,w ; {\mathbbm {S}}) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ70.gif" position="anchor"/></alternatives></disp-formula>where <inline-formula id="IEq1284"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math><tex-math id="IEq1284_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_z$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1284.gif"/></alternatives></inline-formula> is the square of <inline-formula id="IEq1285"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1285_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1285.gif"/></alternatives></inline-formula> containing <italic>z</italic> for which <inline-formula id="IEq1286"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1286_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta (v_{S_z})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1286.gif"/></alternatives></inline-formula> is maximized (this is the unique square containing <italic>z</italic> if <italic>z</italic> is not on the boundary of a square).</p></sec><sec><p id="Par198">The reason for the <inline-formula id="IEq1287"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1287_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$-\delta e^{\xi {\widehat{h}}_\delta (z)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1287.gif"/></alternatives></inline-formula> in the lower bound in (<xref rid="Equ70" ref-type="disp-formula">3.33</xref>) is that if <italic>z</italic> and <italic>w</italic> are contained in the same square of <inline-formula id="IEq1288"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1288_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1288.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq1289"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1289_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{D}}_{h^{{\mathbbm {S}}(1)} ,{ \textsc {LFPP} }}^\delta (z,w ; {\mathbbm {S}}) = \delta e^{\xi {\widehat{h}}_\delta (v_{S_z}))} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1289.gif"/></alternatives></inline-formula>, whereas <inline-formula id="IEq1290"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1290_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h^{{\mathbbm {S}}(1)} ,{ \textsc {LFPP} }}^\delta (z,w;{\mathbbm {S}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1290.gif"/></alternatives></inline-formula> might be much smaller than <inline-formula id="IEq1291"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1291_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \delta e^{\xi {\widehat{h}}_\delta (v_{S_z}))} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1291.gif"/></alternatives></inline-formula> (e.g., if <inline-formula id="IEq1292"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:math><tex-math id="IEq1292_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z=w$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1292.gif"/></alternatives></inline-formula>).</p></sec><sec id="FPar52"><title>Proof of Proposition 3.16</title><p id="Par199">By Lemma <xref rid="FPar28" ref-type="">3.4</xref> and <xref rid="FPar34" ref-type="">3.7</xref>, and the triangle inequality, we can couple <inline-formula id="IEq1293"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1293_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1293.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1294"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1294_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1294.gif"/></alternatives></inline-formula> in such a way that for each <inline-formula id="IEq1295"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1295_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1295.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1296"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1296_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1296.gif"/></alternatives></inline-formula> that<disp-formula id="Equ71"><label>3.34</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mn>4</mml:mn><mml:mi>δ</mml:mi></mml:mrow></mml:munder><mml:mfenced close=")" open="("><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>∨</mml:mo><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:mfrac><mml:mi>ζ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>ξ</mml:mi></mml:mrow></mml:mfrac><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ71_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w\in {\mathbbm {S}}: |z-w| \le 4 \delta } \left( |h^{{\mathbbm {S}}(1)}_\delta (z) - {\widehat{h}}_\delta (w)| \vee |{\widehat{h}}_\delta (z) - {\widehat{h}}_\delta (w)| \right) \le \frac{\zeta }{2\xi } \log \delta ^{-1} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ71.gif" position="anchor"/></alternatives></disp-formula>Henceforth assume that (<xref rid="Equ71" ref-type="disp-formula">3.34</xref>) holds. We will show that (<xref rid="Equ70" ref-type="disp-formula">3.33</xref>) holds.</p><p id="Par200"><italic>Upper bound.</italic> We first prove the second inequality in (<xref rid="Equ70" ref-type="disp-formula">3.33</xref>), which is easier. For <inline-formula id="IEq1297"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1297_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1297.gif"/></alternatives></inline-formula>, we can find distinct squares <inline-formula id="IEq1298"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:mrow></mml:math><tex-math id="IEq1298_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0,\dots ,S_k \in {\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1298.gif"/></alternatives></inline-formula> such that <inline-formula id="IEq1299"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1299_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in S_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1299.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1300"><alternatives><mml:math><mml:mrow><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1300_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$w\in S_k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1300.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1301"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1301_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1301.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1302"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math><tex-math id="IEq1302_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_{j-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1302.gif"/></alternatives></inline-formula> share a side for each <inline-formula id="IEq1303"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1303_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1303.gif"/></alternatives></inline-formula>, and<disp-formula id="Equ152"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi>k</mml:mi></mml:munderover><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ152_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \sum _{j=0}^k \delta e^{\xi {\widehat{h}}_\delta (v_{S_j})} \le 2 {\widehat{D}}_{{\widehat{h}} ,{ \textsc {LFPP} }}^\delta (z,w;{\mathbbm {S}}) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ152.gif" position="anchor"/></alternatives></disp-formula>Let <inline-formula id="IEq1304"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mi>z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1304_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_0 := z$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1304.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1305"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:math><tex-math id="IEq1305_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_{k+1} := w$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1305.gif"/></alternatives></inline-formula>, and choose <inline-formula id="IEq1306"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>∩</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1306_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_j \in S_j \cap S_{j-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1306.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq1307"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1307_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1307.gif"/></alternatives></inline-formula>. Let <italic>P</italic> be the concatenation of the line segments <inline-formula id="IEq1308"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1308_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[z_j,z_{j+1}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1308.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1309"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1309_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=0,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1309.gif"/></alternatives></inline-formula>, traversed at unit speed. The segment <inline-formula id="IEq1310"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1310_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[z_j,z_{j+1}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1310.gif"/></alternatives></inline-formula> is contained in <inline-formula id="IEq1311"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1311_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1311.gif"/></alternatives></inline-formula>, so (<xref rid="Equ71" ref-type="disp-formula">3.34</xref>) implies that the maximum value of the circle average <inline-formula id="IEq1312"><alternatives><mml:math><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msubsup></mml:math><tex-math id="IEq1312_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}_\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1312.gif"/></alternatives></inline-formula> on this line segment is at most <inline-formula id="IEq1313"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mfrac><mml:mi>ζ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>ξ</mml:mi></mml:mrow></mml:mfrac><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1313_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_\delta (v_{S_j}) +\frac{\zeta }{2\xi } \log \delta ^{-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1313.gif"/></alternatives></inline-formula>. Summing over all such segments gives the desired bound (up to a deterministic constant factor which can be ignored by slightly shrinking <inline-formula id="IEq1314"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1314_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1314.gif"/></alternatives></inline-formula>).</p><p id="Par201"><italic>Lower bound.</italic> Fix <inline-formula id="IEq1315"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1315_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1315.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq1316"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1316_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P : [0,T]\rightarrow {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1316.gif"/></alternatives></inline-formula> be a piecewise continuously differentiable simple path from <italic>z</italic> to <italic>w</italic>, parametrized by Euclidean unit speed, with<disp-formula id="Equ72"><label>3.35</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ72_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \int _0^T e^{\xi h^{{\mathbbm {S}}(1)}_{\delta }(P (t))} \, dt \le 2 D_{h^{{\mathbbm {S}}(1)},{ \textsc {LFPP} }}^{\delta } \left( z,w ; {\mathbbm {S}} \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ72.gif" position="anchor"/></alternatives></disp-formula>We first construct an approximation <inline-formula id="IEq1317"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>T</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1317_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}} : [0,{\widetilde{T}}] \rightarrow {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1317.gif"/></alternatives></inline-formula> of <italic>P</italic> such that <inline-formula id="IEq1318"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1318_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}}^{-1}(S)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1318.gif"/></alternatives></inline-formula> is either empty or a single connected interval for each square <inline-formula id="IEq1319"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:mrow></mml:math><tex-math id="IEq1319_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1319.gif"/></alternatives></inline-formula> via the following inductive “loop erasing” procedure. Let <inline-formula id="IEq1320"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1320_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_0 = z = P(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1320.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq1321"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:math><tex-math id="IEq1321_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1321.gif"/></alternatives></inline-formula> be a square of <inline-formula id="IEq1322"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1322_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1322.gif"/></alternatives></inline-formula> containing <italic>z</italic> (we make an arbitrary choice if there is more than one). Inductively, suppose that <inline-formula id="IEq1323"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1323_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1323.gif"/></alternatives></inline-formula> and times <inline-formula id="IEq1324"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>≤</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>≤</mml:mo><mml:mo>⋯</mml:mo><mml:mo>≤</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>≤</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:math><tex-math id="IEq1324_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0\le t_0\le \dots \le t_{j-1} \le T$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1324.gif"/></alternatives></inline-formula> and squares <inline-formula id="IEq1325"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:mrow></mml:math><tex-math id="IEq1325_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0,\dots ,S_{j-1} \in {\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1325.gif"/></alternatives></inline-formula> have been defined in such a way that <inline-formula id="IEq1326"><alternatives><mml:math><mml:msub><mml:mi>t</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math><tex-math id="IEq1326_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_i$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1326.gif"/></alternatives></inline-formula> is the last time <inline-formula id="IEq1327"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1327_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t \in [0,T]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1327.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1328"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1328_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P(t) \in S_{i-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1328.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq1329"><alternatives><mml:math><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq1329_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$i = 1,\dots ,j-1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1329.gif"/></alternatives></inline-formula>. Let <inline-formula id="IEq1330"><alternatives><mml:math><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1330_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1330.gif"/></alternatives></inline-formula> be the last time <inline-formula id="IEq1331"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1331_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t \in [0,T]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1331.gif"/></alternatives></inline-formula> for which <inline-formula id="IEq1332"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1332_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P(t) \in S_{j-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1332.gif"/></alternatives></inline-formula>. If <inline-formula id="IEq1333"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:math><tex-math id="IEq1333_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j = T$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1333.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1334"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1334_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j = S_{j-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1334.gif"/></alternatives></inline-formula>. If <inline-formula id="IEq1335"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>≠</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:math><tex-math id="IEq1335_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j \not =T$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1335.gif"/></alternatives></inline-formula>, then since each <inline-formula id="IEq1336"><alternatives><mml:math><mml:msub><mml:mi>t</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math><tex-math id="IEq1336_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_i$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1336.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1337"><alternatives><mml:math><mml:mrow><mml:mi>i</mml:mi><mml:mo>≤</mml:mo><mml:mi>j</mml:mi></mml:mrow></mml:math><tex-math id="IEq1337_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$i\le j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1337.gif"/></alternatives></inline-formula> is the <italic>last</italic> time that <italic>P</italic> is in <inline-formula id="IEq1338"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math><tex-math id="IEq1338_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_i$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1338.gif"/></alternatives></inline-formula>, there must be a square of <inline-formula id="IEq1339"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup></mml:msub></mml:math><tex-math id="IEq1339_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{2^{-m_\delta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1339.gif"/></alternatives></inline-formula> other than <inline-formula id="IEq1340"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1340_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0,\dots ,S_{j-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1340.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1341"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1341_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P(t_j)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1341.gif"/></alternatives></inline-formula> on its boundary (so that <italic>P</italic> has somewhere to go after time <inline-formula id="IEq1342"><alternatives><mml:math><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1342_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1342.gif"/></alternatives></inline-formula>). Let <inline-formula id="IEq1343"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1343_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1343.gif"/></alternatives></inline-formula> be such a square, chosen in such a way that <inline-formula id="IEq1344"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1344_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P((t_j,t_j+\epsilon ])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1344.gif"/></alternatives></inline-formula> intersects <inline-formula id="IEq1345"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1345_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1345.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq1346"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1346_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1346.gif"/></alternatives></inline-formula> (we make an arbitrary choice if there is more than one such square).</p><p id="Par202">Let <inline-formula id="IEq1347"><alternatives><mml:math><mml:mi mathvariant="script">J</mml:mi></mml:math><tex-math id="IEq1347_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1347.gif"/></alternatives></inline-formula> be the smallest <inline-formula id="IEq1348"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1348_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1348.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1349"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:math><tex-math id="IEq1349_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_{j+1} = T$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1349.gif"/></alternatives></inline-formula>. Let <inline-formula id="IEq1350"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>T</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1350_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}} : [0,{\widetilde{T}} ] \rightarrow {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1350.gif"/></alternatives></inline-formula> be the concatenation of the straight line segments <inline-formula id="IEq1351"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1351_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[P(t_j), P(t_{j+1})] \subset S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1351.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1352"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi mathvariant="script">J</mml:mi></mml:mrow></mml:math><tex-math id="IEq1352_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j = 0,\dots ,{\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1352.gif"/></alternatives></inline-formula>, traversed at unit speed. Since the squares <inline-formula id="IEq1353"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1353_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1353.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1354"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi mathvariant="script">J</mml:mi></mml:mrow></mml:math><tex-math id="IEq1354_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,{\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1354.gif"/></alternatives></inline-formula> are distinct, it follows that <inline-formula id="IEq1355"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1355_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}}^{-1}(S_j) = [t_j , t_{j+1}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1355.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq1356"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi mathvariant="script">J</mml:mi></mml:mrow></mml:math><tex-math id="IEq1356_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j =1,\dots ,{\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1356.gif"/></alternatives></inline-formula>.</p><p id="Par203">We next show that<disp-formula id="Equ73"><label>3.36</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mover accent="true"><mml:mi>T</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ73_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \int _0^{{\widetilde{T}}} e^{\xi {\widehat{h}}_\delta ( {\widetilde{P}} (t))} \, dt \le 2 \delta ^{-\zeta /2} D_{h^{{\mathbbm {S}}(1)},{ \textsc {LFPP} }}^\delta \left( z,w ; {\mathbbm {S}} \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ73.gif" position="anchor"/></alternatives></disp-formula>For this purpose, let <inline-formula id="IEq1357"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1357_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{t}}_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1357.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1358"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="double-struck">N</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1358_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j \in {\mathbbm {N}}_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1358.gif"/></alternatives></inline-formula> be the unique time for which <inline-formula id="IEq1359"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1359_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}}({\widetilde{t}}_j) = P(t_j)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1359.gif"/></alternatives></inline-formula>. Then <inline-formula id="IEq1360"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1360_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}}|_{[{\widetilde{t}}_{j }, {\widetilde{t}}_{j+1}]}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1360.gif"/></alternatives></inline-formula> is a straight line segment contained in the square <inline-formula id="IEq1361"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1361_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1361.gif"/></alternatives></inline-formula>, so the Euclidean length of <inline-formula id="IEq1362"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1362_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}}|_{[{\widetilde{t}}_{j }, {\widetilde{t}}_{j+1}]}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1362.gif"/></alternatives></inline-formula> is at most the Euclidean length of <inline-formula id="IEq1363"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>P</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub></mml:math><tex-math id="IEq1363_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P|_{[t_{j },t_{j+1}]}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1363.gif"/></alternatives></inline-formula>. Furthermore, since <inline-formula id="IEq1364"><alternatives><mml:math><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1364_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1364.gif"/></alternatives></inline-formula> is parameterized by unit speed, <inline-formula id="IEq1365"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo>×</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>δ</mml:mi></mml:msub></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:mn>4</mml:mn><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1365_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{t}}_{j+1} - {\widetilde{t}}_{j} \le \sqrt{2} \times 2^{-m_\delta } \le 4\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1365.gif"/></alternatives></inline-formula>, so by (<xref rid="Equ71" ref-type="disp-formula">3.34</xref>) and since <italic>P</italic> has unit speed,<disp-formula id="Equ153"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mfrac><mml:mi>ζ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>ξ</mml:mi></mml:mrow></mml:mfrac><mml:mo>log</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:munder><mml:msubsup><mml:mi>h</mml:mi><mml:mi>δ</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ153_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{t \in [{\widetilde{t}}_{j-1} , {\widetilde{t}}_j]} {\widehat{h}}_\delta ({\widetilde{P}}(t)) \le \frac{\zeta }{2\xi } \log \delta ^{-1} + \min _{t \in [ t_{j-1} , t_{j-1} + {\widetilde{t}}_j - {\widetilde{t}}_{j-1} ]} h^{{\mathbbm {S}}(1)}_\delta (P(t)) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ153.gif" position="anchor"/></alternatives></disp-formula>By combining this with (<xref rid="Equ72" ref-type="disp-formula">3.35</xref>), we get (<xref rid="Equ73" ref-type="disp-formula">3.36</xref>).</p><p id="Par204">We will now argue that, for the squares <inline-formula id="IEq1366"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1366_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1366.gif"/></alternatives></inline-formula> defined above,<disp-formula id="Equ74"><label>3.37</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi mathvariant="script">J</mml:mi></mml:munderover><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:mn>4</mml:mn><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mover accent="true"><mml:mi>T</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ74_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \sum _{j=0}^{{\mathcal {J}} } \delta e^{\xi {\widehat{h}}_\delta (v_{S_j})} \le 4 \delta ^{-\zeta /2} \int _0^{{\widetilde{T}}} e^{\xi {\widehat{h}}_\delta ( {\widetilde{P}} (t))} \, dt , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ74.gif" position="anchor"/></alternatives></disp-formula>which combined with (<xref rid="Equ73" ref-type="disp-formula">3.36</xref>) gives the first inequality in (<xref rid="Equ70" ref-type="disp-formula">3.33</xref>) (after adjusting <inline-formula id="IEq1367"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1367_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1367.gif"/></alternatives></inline-formula> appropriately).</p><p id="Par205">To prove (<xref rid="Equ74" ref-type="disp-formula">3.37</xref>), we need to deal with the squares <inline-formula id="IEq1368"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1368_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1368.gif"/></alternatives></inline-formula> for which <inline-formula id="IEq1369"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1369_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{t}}_{j+1} - {\widetilde{t}}_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1369.gif"/></alternatives></inline-formula> is very small, in which case <inline-formula id="IEq1370"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1370_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta e^{\xi {\widehat{h}}_\delta (v_{S_j})}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1370.gif"/></alternatives></inline-formula> is a poor approximation for the integral of <inline-formula id="IEq1371"><alternatives><mml:math><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq1371_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ e^{\xi {\widehat{h}}_\delta (P(t))}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1371.gif"/></alternatives></inline-formula> over <inline-formula id="IEq1372"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1372_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[{\widetilde{t}}_{j } , {\widetilde{t}}_{j+1}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1372.gif"/></alternatives></inline-formula>. To this end, for <inline-formula id="IEq1373"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1373_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j \in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1373.gif"/></alternatives></inline-formula> we let <inline-formula id="IEq1374"><alternatives><mml:math><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1374_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$J_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1374.gif"/></alternatives></inline-formula> be the largest <inline-formula id="IEq1375"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>j</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>≤</mml:mo><mml:mi>j</mml:mi></mml:mrow></mml:math><tex-math id="IEq1375_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j'\le j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1375.gif"/></alternatives></inline-formula> for which <inline-formula id="IEq1376"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo>≥</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1376_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{t}}_{j+1} - {\widetilde{t}}_{j } \ge \delta ^{1+\zeta /2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1376.gif"/></alternatives></inline-formula>. We claim that <inline-formula id="IEq1377"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mn>5</mml:mn></mml:mrow></mml:math><tex-math id="IEq1377_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j-J_j \le 5$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1377.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1378"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi mathvariant="script">J</mml:mi></mml:mrow></mml:math><tex-math id="IEq1378_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,{\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1378.gif"/></alternatives></inline-formula>. Indeed, if <inline-formula id="IEq1379"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>≥</mml:mo><mml:mn>6</mml:mn></mml:mrow></mml:math><tex-math id="IEq1379_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j-J_j \ge 6$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1379.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq1380"><alternatives><mml:math><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1380_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{P}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1380.gif"/></alternatives></inline-formula> travels Euclidean distance at most <inline-formula id="IEq1381"><alternatives><mml:math><mml:mrow><mml:mn>4</mml:mn><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1381_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$4\delta ^{1+\zeta /2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1381.gif"/></alternatives></inline-formula> between times <inline-formula id="IEq1382"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math><tex-math id="IEq1382_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{t}}_{J_{j }+1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1382.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1383"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mn>6</mml:mn></mml:mrow></mml:msub></mml:math><tex-math id="IEq1383_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{t}}_{J_{j }+6}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1383.gif"/></alternatives></inline-formula>, so can hit at most 4 possible squares during this time, which contradicts the fact that the squares <inline-formula id="IEq1384"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math><tex-math id="IEq1384_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_i$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1384.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1385"><alternatives><mml:math><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mn>5</mml:mn></mml:mrow></mml:math><tex-math id="IEq1385_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$i=J_j,\dots ,J_j+5$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1385.gif"/></alternatives></inline-formula> are distinct. It therefore follows from (<xref rid="Equ71" ref-type="disp-formula">3.34</xref>) that<disp-formula id="Equ154"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>δ</mml:mi><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub></mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>ξ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>δ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>P</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ154_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \delta e^{\xi {\widehat{h}}_\delta (v_{S_j})} \le \delta ^{-\zeta /2} \int _{{\widetilde{t}}_{J_{j }}}^{{\widetilde{t}}_{J_j+1}} e^{\xi {\widehat{h}}_\delta ({\widetilde{P}}(t) )} \, dt . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ154.gif" position="anchor"/></alternatives></disp-formula>We now sum over all <italic>j</italic> with <inline-formula id="IEq1386"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>j</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:math><tex-math id="IEq1386_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{t}}_j \le T$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1386.gif"/></alternatives></inline-formula> and use (<xref rid="Equ73" ref-type="disp-formula">3.36</xref>) and the fact that each term on the right is counted at most 4 times (since <inline-formula id="IEq1387"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mn>5</mml:mn></mml:mrow></mml:math><tex-math id="IEq1387_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j-J_j\le 5$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1387.gif"/></alternatives></inline-formula>) to get (<xref rid="Equ74" ref-type="disp-formula">3.37</xref>). <inline-formula id="IEq1388"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1388_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1388.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par206">We can now prove the analogue of Proposition <xref rid="FPar50" ref-type="">3.15</xref> for the zero-boundary GFF.</p></sec><sec id="FPar53"><title>Proposition 3.17</title><p id="Par207">Let <inline-formula id="IEq1389"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1389_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ K \subset U \subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1389.gif"/></alternatives></inline-formula> with <italic>K</italic> compact and <italic>U</italic> open. Let <inline-formula id="IEq1390"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1390_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1390.gif"/></alternatives></inline-formula> be a zero-boundary GFF on <inline-formula id="IEq1391"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1391_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1391.gif"/></alternatives></inline-formula>. For each <inline-formula id="IEq1392"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1392_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1392.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1393"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1393_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1393.gif"/></alternatives></inline-formula> that<disp-formula id="Equ75"><label>3.38</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ75_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{h,{ \textsc {LFPP} }}^\delta \left( K , \partial U \right) \ge \delta ^{1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2 d_\gamma } + \zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ75.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar54"><title>Proof</title><p id="Par208">Let <inline-formula id="IEq1394"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1394_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta \in \left( 0, \frac{2}{(2+\gamma )^2} \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1394.gif"/></alternatives></inline-formula> be arbitrary (e.g., we could take <inline-formula id="IEq1395"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:mrow></mml:math><tex-math id="IEq1395_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta =\frac{1}{(2+\gamma )^2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1395.gif"/></alternatives></inline-formula>). We will compare <inline-formula id="IEq1396"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq1396_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1396.gif"/></alternatives></inline-formula>-LFPP distances to <inline-formula id="IEq1397"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1397_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1397.gif"/></alternatives></inline-formula>-Liouville graph distances (with respect to <inline-formula id="IEq1398"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1398_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1398.gif"/></alternatives></inline-formula>), then set <inline-formula id="IEq1399"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq1399_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta =\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1399.gif"/></alternatives></inline-formula>. By Proposition <xref rid="FPar51" ref-type="">3.16</xref>, it suffices to prove a lower bound for <italic>approximate</italic><inline-formula id="IEq1400"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq1400_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1400.gif"/></alternatives></inline-formula>-Liouville graph distances, i.e., it is enough to show that for each fixed <inline-formula id="IEq1401"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1401_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K \subset U \subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1401.gif"/></alternatives></inline-formula> as in the statement of the lemma, it holds with polynomially high probability as <inline-formula id="IEq1402"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1402_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1402.gif"/></alternatives></inline-formula> that<disp-formula id="Equ76"><label>3.39</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mi>β</mml:mi><mml:mfenced close=")" open="("><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ76_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\widehat{D}}_{{\widehat{h}} ,{ \textsc {LFPP} }}^{\epsilon ^\beta }\left( K , \partial U \right) \ge \epsilon ^{\beta \left( 1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } \right) + \zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ76.gif" position="anchor"/></alternatives></disp-formula>Note that the error term <inline-formula id="IEq1403"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1403_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \epsilon ^\beta e^{\frac{\gamma }{d_\gamma } {\widehat{h}}_{\epsilon ^\beta }(v_{S_z}) }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1403.gif"/></alternatives></inline-formula> coming from the left side of (<xref rid="Equ70" ref-type="disp-formula">3.33</xref>) does not pose a problem here: indeed, Lemma <xref rid="FPar30" ref-type="">3.5</xref> shows that with polynomially high probability as <inline-formula id="IEq1404"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1404_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1404.gif"/></alternatives></inline-formula>, this term is at most <inline-formula id="IEq1405"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mi>β</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1405_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{\beta (1- 2\gamma /d_\gamma )}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1405.gif"/></alternatives></inline-formula> uniformly over all <inline-formula id="IEq1406"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1406_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1406.gif"/></alternatives></inline-formula> and we have <inline-formula id="IEq1407"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1407_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1-2\gamma /d_\gamma &gt; 1-2/d_\gamma -\gamma ^2/(2d_\gamma )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1407.gif"/></alternatives></inline-formula>.</p><p id="Par209">Let <inline-formula id="IEq1408"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1408_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ {\widetilde{\zeta }} \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1408.gif"/></alternatives></inline-formula> which we will choose later, in a manner depending only on <inline-formula id="IEq1409"><alternatives><mml:math><mml:mi>β</mml:mi></mml:math><tex-math id="IEq1409_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1409.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1410"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1410_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1410.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1411"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1411_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1411.gif"/></alternatives></inline-formula>. Also set<disp-formula id="Equ155"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ155_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \delta _\epsilon := 2^{- \lceil \log _2 \epsilon ^{-\beta } \rceil } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ155.gif" position="anchor"/></alternatives></disp-formula><italic>Step 1: regularity events.</italic> We first define a regularity event, giving bounds for <inline-formula id="IEq1412"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq1412_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{\epsilon ^\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1412.gif"/></alternatives></inline-formula> and the <inline-formula id="IEq1413"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1413_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1413.gif"/></alternatives></inline-formula>-approximate Liouville graph distance. By Lemma <xref rid="FPar32" ref-type="">3.6</xref> (applied with <inline-formula id="IEq1414"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq1414_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = \epsilon ^\beta / \delta _\epsilon \le 2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1414.gif"/></alternatives></inline-formula>) and Lemma <xref rid="FPar30" ref-type="">3.5</xref>, it holds with polynomially high probability as <inline-formula id="IEq1415"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1415_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1415.gif"/></alternatives></inline-formula> that<disp-formula id="Equ77"><label>3.40</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>∨</mml:mo><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mi>β</mml:mi><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ77_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} |{\widehat{h}}_{\delta _\epsilon }(z)| \vee |{\widehat{h}}_{\epsilon ^\beta }(z)| \le (2\beta +{\widetilde{\zeta }})\log \epsilon ^{-1} \quad {\text {and}} \quad |{\widehat{h}}_{\delta _\epsilon }(z) - {\widehat{h}}_{\epsilon ^\beta }(z)| \le {\widetilde{\zeta }} \log \epsilon ^{-1} ,\quad \forall z\in {\mathbbm {S}} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ77.gif" position="anchor"/></alternatives></disp-formula>By Lemma <xref rid="FPar44" ref-type="">3.13</xref> (applied with <inline-formula id="IEq1416"><alternatives><mml:math><mml:mrow><mml:mi>N</mml:mi><mml:mo>=</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq1416_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$N=2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1416.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1417"><alternatives><mml:math><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mo>⌊</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌋</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq1417_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$m = \lfloor \log _2 \epsilon ^{-\beta } \rfloor -1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1417.gif"/></alternatives></inline-formula>, and a sufficiently small choice of <inline-formula id="IEq1418"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1418_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1418.gif"/></alternatives></inline-formula>), it holds with polynomially high probability as <inline-formula id="IEq1419"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1419_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1419.gif"/></alternatives></inline-formula> that for each <inline-formula id="IEq1420"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1420_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \delta _\epsilon \times (\delta _\epsilon /2) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1420.gif"/></alternatives></inline-formula> rectangle <inline-formula id="IEq1421"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1421_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R\subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1421.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq1422"><alternatives><mml:math><mml:mrow><mml:mfrac><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mn>2</mml:mn></mml:mfrac><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1422_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{\delta _\epsilon }{2} {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1422.gif"/></alternatives></inline-formula>,<disp-formula id="Equ78"><label>3.41</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:mo movablelimits="true">max</mml:mo><mml:mfenced close="}" open="{"><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>3</mml:mn></mml:msup><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mfenced><mml:mo>;</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ78_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( \partial _{{\text {L}}} R , \partial _{{\text {R}}} R ; R' \right) \le \max \left\{ (\log \epsilon ^{-1})^3 , \, \epsilon ^{-\frac{1}{d_\gamma } + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) - {\widetilde{\zeta }} } \exp \left( \frac{\gamma }{d_\gamma } \min _{z\in R'} {\widehat{h}}_{\delta _\epsilon }(z) \right) \right\} ; \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ78.gif" position="anchor"/></alternatives></disp-formula>and the same holds with <inline-formula id="IEq1423"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1423_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\delta _\epsilon /2) \times \delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1423.gif"/></alternatives></inline-formula> rectangles and with <inline-formula id="IEq1424"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>B</mml:mtext></mml:msub></mml:math><tex-math id="IEq1424_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {B}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1424.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1425"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>T</mml:mtext></mml:msub></mml:math><tex-math id="IEq1425_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {T}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1425.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1426"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub></mml:math><tex-math id="IEq1426_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {L}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1426.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1427"><alternatives><mml:math><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub></mml:math><tex-math id="IEq1427_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {R}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1427.gif"/></alternatives></inline-formula>. Henceforth assume that this is the case and that (<xref rid="Equ77" ref-type="disp-formula">3.40</xref>) holds.</p><p id="Par210"><italic>Step 2: bounding Liouville graph distances along paths of squares.</italic> Since <inline-formula id="IEq1428"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1428_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta &lt; 2/(2+\gamma )^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1428.gif"/></alternatives></inline-formula>, if we choose <inline-formula id="IEq1429"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1429_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1429.gif"/></alternatives></inline-formula> sufficiently small (in a manner depending only on <inline-formula id="IEq1430"><alternatives><mml:math><mml:mi>β</mml:mi></mml:math><tex-math id="IEq1430_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1430.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1431"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1431_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1431.gif"/></alternatives></inline-formula>) then the first inequality in (<xref rid="Equ77" ref-type="disp-formula">3.40</xref>) shows that the second term in the maximum on the right side of (<xref rid="Equ78" ref-type="disp-formula">3.41</xref>) is larger than the first. Using this together with the second inequality in (<xref rid="Equ77" ref-type="disp-formula">3.40</xref>), we see that (<xref rid="Equ78" ref-type="disp-formula">3.41</xref>) can be replaced with<disp-formula id="Equ79"><label>3.42</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi><mml:mo>;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ79_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( \partial _{{\text {L}}} R , \partial _{{\text {R}}} R ; R' \right) \le \epsilon ^{-\frac{1}{d_\gamma } + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) - o_{{\widetilde{\zeta }}}(1) } \exp \left( \frac{\gamma }{d_\gamma } \min _{z\in R'} {\widehat{h}}_{\epsilon ^\beta }(z) \right) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ79.gif" position="anchor"/></alternatives></disp-formula>with the rate of the <inline-formula id="IEq1432"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1432_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$o_{{\widetilde{\zeta }}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1432.gif"/></alternatives></inline-formula> deterministic and <inline-formula id="IEq1433"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1433_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1433.gif"/></alternatives></inline-formula>-independent.</p><p id="Par211">Recall that we are assuming that the event described above (<xref rid="Equ78" ref-type="disp-formula">3.41</xref>) occurs. Let <italic>N</italic> be the right side of (<xref rid="Equ79" ref-type="disp-formula">3.42</xref>). Then we can choose for each <inline-formula id="IEq1434"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1434_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \delta _\epsilon \times (\delta _\epsilon /2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1434.gif"/></alternatives></inline-formula> (resp. <inline-formula id="IEq1435"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1435_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\delta _\epsilon /2) \times \delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1435.gif"/></alternatives></inline-formula>) rectangle <inline-formula id="IEq1436"><alternatives><mml:math><mml:mrow><mml:mi>R</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1436_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R \subset {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1436.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq1437"><alternatives><mml:math><mml:mrow><mml:mfrac><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mn>2</mml:mn></mml:mfrac><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1437_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{\delta _\epsilon }{2} {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1437.gif"/></alternatives></inline-formula> a simple path <inline-formula id="IEq1438"><alternatives><mml:math><mml:msub><mml:mi>P</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:math><tex-math id="IEq1438_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P_R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1438.gif"/></alternatives></inline-formula> in <italic>R</italic> from <inline-formula id="IEq1439"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>L</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1439_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {L}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1439.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1440"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>R</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1440_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {R}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1440.gif"/></alternatives></inline-formula> (resp. <inline-formula id="IEq1441"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>B</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1441_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {B}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1441.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1442"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>T</mml:mtext></mml:msub><mml:mi>R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1442_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {T}}} R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1442.gif"/></alternatives></inline-formula>) which can be covered by at most <italic>N</italic> Euclidean balls of <inline-formula id="IEq1443"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1443_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1443.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq1444"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1444_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1444.gif"/></alternatives></inline-formula>, each of which is contained in <inline-formula id="IEq1445"><alternatives><mml:math><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq1445_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1445.gif"/></alternatives></inline-formula>.</p><p id="Par212">For each of the <inline-formula id="IEq1446"><alternatives><mml:math><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq1446_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1446.gif"/></alternatives></inline-formula>-side length squares <inline-formula id="IEq1447"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq1447_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}_{\delta _\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1447.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1448"><alternatives><mml:math><mml:msub><mml:mi>Y</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1448_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Y_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1448.gif"/></alternatives></inline-formula> be the union of the paths <inline-formula id="IEq1449"><alternatives><mml:math><mml:msub><mml:mi>P</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:math><tex-math id="IEq1449_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P_R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1449.gif"/></alternatives></inline-formula> over the at most twelve <inline-formula id="IEq1450"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1450_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \delta _\epsilon \times (\delta _\epsilon /2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1450.gif"/></alternatives></inline-formula> or <inline-formula id="IEq1451"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1451_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\delta _\epsilon /2) \times \delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1451.gif"/></alternatives></inline-formula> rectangles <italic>R</italic> as above which overlap with <italic>S</italic>. See Fig. <xref rid="Fig5" ref-type="fig">5</xref> for an illustration. Then <inline-formula id="IEq1452"><alternatives><mml:math><mml:msub><mml:mi>Y</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1452_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Y_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1452.gif"/></alternatives></inline-formula> is connected (but not contained in <italic>S</italic>) and, since the center <inline-formula id="IEq1453"><alternatives><mml:math><mml:msub><mml:mi>v</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1453_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$v_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1453.gif"/></alternatives></inline-formula> is contained in each of the above rectangles <italic>R</italic> and <inline-formula id="IEq1454"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>⊂</mml:mo><mml:mi>S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1454_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$R'\subset S(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1454.gif"/></alternatives></inline-formula> for each such rectangle <italic>R</italic>,<disp-formula id="Equ80"><label>3.43</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>Y</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≤</mml:mo><mml:mn>12</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ80_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w\in Y_S} D_{{\widehat{h}}}^\epsilon \left( z,w ; S(1/2) \right) \le 12 \epsilon ^{-\frac{1}{d_\gamma } + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) - o_{{\widetilde{\zeta }}}(1) } \exp \left( \frac{\gamma }{d_\gamma } {\widehat{h}}_{\epsilon ^\beta }(v_S) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ80.gif" position="anchor"/></alternatives></disp-formula>Furthermore, if <inline-formula id="IEq1455"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq1455_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S, {\widetilde{S}} \in {\mathcal {S}}_{\delta _\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1455.gif"/></alternatives></inline-formula> are two squares which share a side, then <inline-formula id="IEq1456"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>∩</mml:mo><mml:msub><mml:mi>Y</mml:mi><mml:mover accent="true"><mml:mi>S</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mo>≠</mml:mo><mml:mi mathvariant="normal">∅</mml:mi></mml:mrow></mml:math><tex-math id="IEq1456_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Y_S\cap Y_{{\widetilde{S}}} \not =\emptyset $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1456.gif"/></alternatives></inline-formula>.</p><p id="Par213"><italic>Step 3: comparison to approximate LFPP.</italic> Let <inline-formula id="IEq1457"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub></mml:mrow></mml:math><tex-math id="IEq1457_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0,\dots ,S_k \in {\mathcal {S}}_{\delta _\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1457.gif"/></alternatives></inline-formula> be a sequence of distinct squares such that <inline-formula id="IEq1458"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>∩</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>≠</mml:mo><mml:mi mathvariant="normal">∅</mml:mi></mml:mrow></mml:math><tex-math id="IEq1458_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K \cap S_0 \not =\emptyset $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1458.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1459"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi><mml:mo>∩</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>≠</mml:mo><mml:mi mathvariant="normal">∅</mml:mi></mml:mrow></mml:math><tex-math id="IEq1459_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U \cap S_k \not =\emptyset $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1459.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1460"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1460_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1460.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1461"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math><tex-math id="IEq1461_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_{j-1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1461.gif"/></alternatives></inline-formula> share a side for each <inline-formula id="IEq1462"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1462_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1462.gif"/></alternatives></inline-formula>, and<disp-formula id="Equ81"><label>3.44</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi>k</mml:mi></mml:munderover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ81_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \sum _{j=0}^k \epsilon ^\beta \exp \left( \frac{\gamma }{d_\gamma } {\widehat{h}}_{\epsilon ^\beta }(v_{S_j}) \right) \le 2 {\widehat{D}}_{{\widehat{h}} ,{ \textsc {LFPP} }}^{\epsilon ^\beta }\left( K , \partial U \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ81.gif" position="anchor"/></alternatives></disp-formula>By (<xref rid="Equ80" ref-type="disp-formula">3.43</xref>) and since <inline-formula id="IEq1463"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo>∩</mml:mo><mml:msub><mml:mi>Y</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:msub><mml:mo>≠</mml:mo><mml:mi mathvariant="normal">∅</mml:mi></mml:mrow></mml:math><tex-math id="IEq1463_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$Y_{S_j}\cap Y_{S_{j-1}}\not =\emptyset $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1463.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1464"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mo>⋯</mml:mo><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math><tex-math id="IEq1464_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j=1,\dots ,k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1464.gif"/></alternatives></inline-formula>,<disp-formula id="Equ82"><label>3.45</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>⪯</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi>k</mml:mi></mml:munderover><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ82_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( S_0 , S_k ; {\mathbbm {S}}(1/2) \right) \preceq \epsilon ^{-\frac{1}{d_\gamma } + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) - o_{{\widetilde{\zeta }}}(1) } \sum _{j=0}^k \exp \left( \frac{\gamma }{d_\gamma } {\widehat{h}}_{\epsilon ^\beta }(v_{S_j}) \right) \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ82.gif" position="anchor"/></alternatives></disp-formula>with a universal implicit constant. Comparing (<xref rid="Equ82" ref-type="disp-formula">3.45</xref>) to (<xref rid="Equ81" ref-type="disp-formula">3.44</xref>) shows that with polynomially high probability as <inline-formula id="IEq1465"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1465_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1465.gif"/></alternatives></inline-formula>,<disp-formula id="Equ83"><label>3.46</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>⪯</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:mi>β</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ83_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( S_0, S_k ; {\mathbbm {S}}(1/2) \right) \preceq \epsilon ^{-\frac{1}{d_\gamma } + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) - \beta - o_{{\widetilde{\zeta }}}(1) } {\widehat{D}}_{{\widehat{h}} ,{ \textsc {LFPP} }}^{\epsilon ^\beta }\left( K , \partial U\right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ83.gif" position="anchor"/></alternatives></disp-formula>To lower-bound the left side of (<xref rid="Equ82" ref-type="disp-formula">3.45</xref>), choose a compact set <inline-formula id="IEq1466"><alternatives><mml:math><mml:msup><mml:mi>K</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq1466_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1466.gif"/></alternatives></inline-formula> containing <italic>K</italic> in its interior and an open set <inline-formula id="IEq1467"><alternatives><mml:math><mml:msup><mml:mi>U</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq1467_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1467.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1468"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>K</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>⊂</mml:mo><mml:msup><mml:mi>U</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>⊂</mml:mo><mml:msup><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mo>′</mml:mo></mml:msup><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1468_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K' \subset U' \subset \overline{U}' \subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1468.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq1469"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:math><tex-math id="IEq1469_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1469.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1470"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:math><tex-math id="IEq1470_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_k$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1470.gif"/></alternatives></inline-formula> have side length <inline-formula id="IEq1471"><alternatives><mml:math><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq1471_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1471.gif"/></alternatives></inline-formula> and intersect <italic>K</italic> and <inline-formula id="IEq1472"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1472_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1472.gif"/></alternatives></inline-formula>, respectively, for small enough <inline-formula id="IEq1473"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1473_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1473.gif"/></alternatives></inline-formula>, we have <inline-formula id="IEq1474"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≥</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msup><mml:mi>K</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:msup><mml:mi>U</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1474_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon \left( S_0 , S_k ; {\mathbbm {S}}(1/2) \right) \ge D_{{\widehat{h}}}^\epsilon \left( K' , \partial U' \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1474.gif"/></alternatives></inline-formula>. We may therefore apply Lemma <xref rid="FPar24" ref-type="">3.2</xref> and Theorem <xref rid="FPar4" ref-type="">1.4</xref> to find that with polynomially high probability as <inline-formula id="IEq1475"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1475_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1475.gif"/></alternatives></inline-formula>, the left side of (<xref rid="Equ83" ref-type="disp-formula">3.46</xref>) is at least <inline-formula id="IEq1476"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:math><tex-math id="IEq1476_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\epsilon ^{-\frac{1}{d_\gamma +{\widetilde{\zeta }}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1476.gif"/></alternatives></inline-formula>. Plugging this into (<xref rid="Equ83" ref-type="disp-formula">3.46</xref>), re-arranging, and choosing <inline-formula id="IEq1477"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1477_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1477.gif"/></alternatives></inline-formula> sufficiently small (in a manner depending only on <inline-formula id="IEq1478"><alternatives><mml:math><mml:mi>β</mml:mi></mml:math><tex-math id="IEq1478_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1478.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1479"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1479_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1479.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1480"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1480_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1480.gif"/></alternatives></inline-formula>) yields (<xref rid="Equ76" ref-type="disp-formula">3.39</xref>). <inline-formula id="IEq1481"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1481_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1481.gif"/></alternatives></inline-formula></p></sec><sec id="FPar55"><title>Proof of Proposition 3.15</title><p id="Par214">Due to the conformal invariance of the law of the zero-boundary GFF, Proposition <xref rid="FPar53" ref-type="">3.17</xref> implies the analogous statement with <inline-formula id="IEq1482"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1482_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1482.gif"/></alternatives></inline-formula> replaced with any other square in <inline-formula id="IEq1483"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq1483_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1483.gif"/></alternatives></inline-formula>. Lemma <xref rid="FPar8" ref-type="">2.1</xref> then allows us to transfer this to the case of the whole-plane GFF. <inline-formula id="IEq1484"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1484_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1484.gif"/></alternatives></inline-formula></p></sec></sec><sec id="Sec20"><title>Upper bound for LFPP distances</title><sec><p id="Par215">We now conclude the proof of Theorem <xref rid="FPar5" ref-type="">1.5</xref> by proving an upper bound for LFPP distances.</p></sec><sec id="FPar56"><title>Proposition 3.18</title><p id="Par216">Let <italic>h</italic> be a whole-plane GFF normalized so that its circle average over <inline-formula id="IEq1485"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq1485_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\partial {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1485.gif"/></alternatives></inline-formula> is zero. For each open set <inline-formula id="IEq1486"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1486_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1486.gif"/></alternatives></inline-formula>, each compact set <inline-formula id="IEq1487"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1487_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$K\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1487.gif"/></alternatives></inline-formula>, and each <inline-formula id="IEq1488"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1488_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1488.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1489"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1489_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1489.gif"/></alternatives></inline-formula> that the LFPP distance with exponent <inline-formula id="IEq1490"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1490_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\xi =\gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1490.gif"/></alternatives></inline-formula> satisfies<disp-formula id="Equ156"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ156_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} \max _{z,w\in K} D_{h ,{ \textsc {LFPP} }}^\delta \left( z,w ; U \right) \le \delta ^{1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } -\zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ156.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par217">The basic outline of the proof of Proposition <xref rid="FPar56" ref-type="">3.18</xref> is similar to that of the corresponding lower bound, but the proof is somewhat more direct since we do not prove an analogue of Proposition <xref rid="FPar38" ref-type="">3.9</xref> along the way and we do not need to consider approximate LFPP distances. In this setting, we need lower bounds for Liouville graph distance instead of upper bounds. We start by using a percolation argument which is very similar to that of Lemma <xref rid="FPar40" ref-type="">3.11</xref> to get a lower bound for the <inline-formula id="IEq1491"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1491_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1491.gif"/></alternatives></inline-formula>-Liouville graph distance between the inner and outer boundaries of a square annulus which holds with superpolynomially high probability (Lemma <xref rid="FPar57" ref-type="">3.19</xref>). Here, the idea is to construct a path which disconnects the inner and outer boundary of the annulus consisting of squares <italic>S</italic> such that the Liouville graph distance across the square annulus <inline-formula id="IEq1492"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1492_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$S(1/2)\setminus S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1492.gif"/></alternatives></inline-formula> is bounded below. We will then use Lemma <xref rid="FPar57" ref-type="">3.19</xref> and a union bound to show that if <inline-formula id="IEq1493"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq1493_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1493.gif"/></alternatives></inline-formula> is a small positive power of <inline-formula id="IEq1494"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1494_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1494.gif"/></alternatives></inline-formula>, then with high probability, we have a lower bound for the <inline-formula id="IEq1495"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1495_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1495.gif"/></alternatives></inline-formula>-Liouville graph distance across the square annulus <inline-formula id="IEq1496"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1496_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$S(1)\setminus S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1496.gif"/></alternatives></inline-formula> simultaneously for all squares of side length <inline-formula id="IEq1497"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq1497_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1497.gif"/></alternatives></inline-formula> contained in <inline-formula id="IEq1498"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1498_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1498.gif"/></alternatives></inline-formula> with corners in <inline-formula id="IEq1499"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1499_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$\delta {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1499.gif"/></alternatives></inline-formula> (this is analogous to Lemma <xref rid="FPar44" ref-type="">3.13</xref>). We then consider a path between <inline-formula id="IEq1500"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1500_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$z,w\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1500.gif"/></alternatives></inline-formula> which can be covered by a minimal number of <inline-formula id="IEq1501"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1501_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1501.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq1502"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1502_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1502.gif"/></alternatives></inline-formula> disks and use the aforementioned lower bound for Liouville graph distance together with the upper bound in Theorem <xref rid="FPar4" ref-type="">1.4</xref> to construct a path whose <inline-formula id="IEq1503"><alternatives><mml:math><mml:mi>δ</mml:mi></mml:math><tex-math id="IEq1503_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1503.gif"/></alternatives></inline-formula>-LFPP length can be bounded above.</p></sec><sec id="FPar57"><title>Lemma 3.19</title><p id="Par218">For <inline-formula id="IEq1504"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1504_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1504.gif"/></alternatives></inline-formula>, define the closed square annulus <inline-formula id="IEq1505"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1505_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {A}}_n := [-n,2n]^2 \setminus (0,n)^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1505.gif"/></alternatives></inline-formula> and its inner and outer boundaries <inline-formula id="IEq1506"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>in</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mi>∂</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1506_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {in}}}{\mathcal {A}}_n := \partial ([0,n]^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1506.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1507"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>out</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mi>∂</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1507_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {out}}}{\mathcal {A}}_n := \partial ([-n,2n]^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1507.gif"/></alternatives></inline-formula>. For each fixed <inline-formula id="IEq1508"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1508_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1508.gif"/></alternatives></inline-formula>, there exists <inline-formula id="IEq1509"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1509_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 , \epsilon _* &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1509.gif"/></alternatives></inline-formula> (depending only on <inline-formula id="IEq1510"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1510_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1510.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1511"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1511_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1511.gif"/></alternatives></inline-formula>) such that for <inline-formula id="IEq1512"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1512_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1512.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1513"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1513_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1513.gif"/></alternatives></inline-formula>,<disp-formula id="Equ84"><label>3.47</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>in</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>out</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:msup><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ84_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ D_{{\widehat{h}}}^\epsilon \left( \partial _{{\text {in}}}{\mathcal {A}}_n , \partial _{{\text {out}}}{\mathcal {A}}_n \right) \ge e^{-n^{1/2}} \epsilon ^{-\frac{1}{d_\gamma +\zeta } } \right] \ge 1 - a_0 e^{-a_1 n} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ84.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec><p id="Par219">As in the case of Lemma <xref rid="FPar40" ref-type="">3.11</xref>, the starting point of the proof of Lemma <xref rid="FPar57" ref-type="">3.19</xref> is an estimate for a single square.</p></sec><sec id="FPar58"><title>Lemma 3.20</title><p id="Par220">Recall the truncated field <inline-formula id="IEq1514"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq1514_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1514.gif"/></alternatives></inline-formula> from (<xref rid="Equ40" ref-type="disp-formula">3.3</xref>) and its associated Liouville graph distance. For each <inline-formula id="IEq1515"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1515_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1515.gif"/></alternatives></inline-formula>, it holds with probability tending to 1 as <inline-formula id="IEq1516"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1516_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1516.gif"/></alternatives></inline-formula> that<disp-formula id="Equ157"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ157_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}^{\mathrm {tr}}}^\epsilon \left( {\mathbbm {S}} , \partial {\mathbbm {S}}(1/2) \right) \ge \epsilon ^{-\frac{1}{d_\gamma +\zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ157.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar59"><title>Proof</title><p id="Par221">This follows from [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Proposition 3.17 and Lemma 6.1] (which give the analogous statement for Liouville graph distances with respect to a zero-boundary GFF on a square of appropriate side length) combined with Lemma <xref rid="FPar24" ref-type="">3.2</xref>. <inline-formula id="IEq1517"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1517_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1517.gif"/></alternatives></inline-formula></p></sec><sec id="FPar60"><title>Proof of Lemma 3.19</title><p id="Par222">The proof is similar to that of Lemma <xref rid="FPar40" ref-type="">3.11</xref>. We will show that there are constants <inline-formula id="IEq1518"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1518_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 , \epsilon _* &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1518.gif"/></alternatives></inline-formula> as in the statement of the lemma such that for <inline-formula id="IEq1519"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1519_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1519.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1520"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1520_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1520.gif"/></alternatives></inline-formula>,<disp-formula id="Equ85"><label>3.48</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>in</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>out</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ85_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ D_{{\widehat{h}}^{\mathrm {tr}}}^\epsilon \left( \partial _{{\text {in}}}{\mathcal {A}}_n , \partial _{{\text {out}}}{\mathcal {A}}_n \right) \ge \epsilon ^{-\frac{1}{d_\gamma +\zeta } } \right] \ge 1 - a_0 e^{-a_1 n} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ85.gif" position="anchor"/></alternatives></disp-formula>Combining this with (<xref rid="Equ41" ref-type="disp-formula">3.4</xref>) (applied with <inline-formula id="IEq1521"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mi>c</mml:mi><mml:msup><mml:mi>n</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1521_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = c n^{1/2} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1521.gif"/></alternatives></inline-formula> for an appropriate constant <inline-formula id="IEq1522"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1522_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1522.gif"/></alternatives></inline-formula>) and taking a union bound over <inline-formula id="IEq1523"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1523_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_n(n^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1523.gif"/></alternatives></inline-formula> Euclidean balls of radius 1 whose union covers <inline-formula id="IEq1524"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq1524_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1524.gif"/></alternatives></inline-formula> yields (<xref rid="Equ84" ref-type="disp-formula">3.47</xref>).</p><p id="Par223">Let <inline-formula id="IEq1525"><alternatives><mml:math><mml:mrow><mml:mi>p</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1525_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p\in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1525.gif"/></alternatives></inline-formula> be a small universal constant to be chosen later. For <inline-formula id="IEq1526"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1526_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1526.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1527"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1527_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {A}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1527.gif"/></alternatives></inline-formula> be the set of unit side length squares with corners in <inline-formula id="IEq1528"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq1528_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1528.gif"/></alternatives></inline-formula> such that <inline-formula id="IEq1529"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1529_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S(1)\subset {\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1529.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq1530"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1530_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}({\mathcal {A}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1530.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1531"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1531_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1531.gif"/></alternatives></inline-formula> be the event that the following is true.<list list-type="order"><list-item><p id="Par224"><inline-formula id="IEq1532"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>S</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1532_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D^\epsilon _{{\widehat{h}}^{\mathrm {tr}}}\left( S , \partial S(1/2) \right) \ge \epsilon ^{- \frac{1}{d_\gamma +\zeta } } $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1532.gif"/></alternatives></inline-formula>.</p></list-item><list-item><p id="Par225">Each disk which intersects <italic>S</italic>(1 / 2) and has <inline-formula id="IEq1533"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq1533_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1533.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq1534"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1534_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1534.gif"/></alternatives></inline-formula> is contained in <italic>S</italic>(3 / 4).</p></list-item></list>The reason for the second condition is to make it so that <inline-formula id="IEq1535"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1535_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1535.gif"/></alternatives></inline-formula> is determined by <inline-formula id="IEq1536"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>3</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1536_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}|_{S(3/4)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1536.gif"/></alternatives></inline-formula>. For each <inline-formula id="IEq1537"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1537_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}({\mathcal {A}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1537.gif"/></alternatives></inline-formula>, the field <inline-formula id="IEq1538"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>-</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="double-struck">s</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1538_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ {\widehat{h}}^{\mathrm {tr}}(\cdot - v_S + v_{\mathbbm {s}}) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1538.gif"/></alternatives></inline-formula> agrees in law with <inline-formula id="IEq1539"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq1539_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1539.gif"/></alternatives></inline-formula>. It therefore follows from Lemma <xref rid="FPar58" ref-type="">3.20</xref> and the fact that <inline-formula id="IEq1540"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq1540_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}^{\mathrm {tr}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1540.gif"/></alternatives></inline-formula> assigns positive mass to every open set that we can find <inline-formula id="IEq1541"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>p</mml:mi><mml:mo>,</mml:mo><mml:mi>ζ</mml:mi><mml:mo>,</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1541_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon _* = \epsilon _*(p,\zeta ,\gamma ) &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1541.gif"/></alternatives></inline-formula> such that<disp-formula id="Equ86"><label>3.49</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">P</mml:mi><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msubsup><mml:mi>E</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>p</mml:mi><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ86_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}[E_S^\epsilon ] = {\mathbbm {P}}[E_{{\mathbbm {S}}}^\epsilon ] \ge 1-p \quad \forall S\in {\mathcal {S}}({\mathcal {A}}_n) ,\quad \forall \epsilon \in (0,\epsilon _*] . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ86.gif" position="anchor"/></alternatives></disp-formula>View <inline-formula id="IEq1542"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1542_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {A}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1542.gif"/></alternatives></inline-formula> as a graph with two squares considered to be adjacent if they share an edge. We claim that if <italic>p</italic> is chosen sufficiently small, in a manner depending only on <inline-formula id="IEq1543"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1543_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1543.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1544"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1544_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1544.gif"/></alternatives></inline-formula>, then for appropriate constants <inline-formula id="IEq1545"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1545_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a_0,a_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1545.gif"/></alternatives></inline-formula> as in the statement of the lemma, it holds for each <inline-formula id="IEq1546"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1546_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \in (0,\epsilon _*]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1546.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1547"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1547_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1547.gif"/></alternatives></inline-formula> that with probability at least <inline-formula id="IEq1548"><alternatives><mml:math><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1548_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$1- a_0 e^{-a_1 n}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1548.gif"/></alternatives></inline-formula>, we can find a path <inline-formula id="IEq1549"><alternatives><mml:math><mml:mi mathvariant="script">P</mml:mi></mml:math><tex-math id="IEq1549_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {P}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1549.gif"/></alternatives></inline-formula> in <inline-formula id="IEq1550"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1550_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}({\mathcal {A}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1550.gif"/></alternatives></inline-formula> which disconnects <inline-formula id="IEq1551"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>in</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1551_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {in}}}{\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1551.gif"/></alternatives></inline-formula> from <inline-formula id="IEq1552"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>out</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1552_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {out}}} {\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1552.gif"/></alternatives></inline-formula> such that <inline-formula id="IEq1553"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1553_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1553.gif"/></alternatives></inline-formula> occurs for each <inline-formula id="IEq1554"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">P</mml:mi></mml:mrow></mml:math><tex-math id="IEq1554_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {P}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1554.gif"/></alternatives></inline-formula>.</p><p id="Par226">Assume the claim for the moment. If a path <inline-formula id="IEq1555"><alternatives><mml:math><mml:mi mathvariant="script">P</mml:mi></mml:math><tex-math id="IEq1555_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {P}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1555.gif"/></alternatives></inline-formula> as in the claim exists, then each Euclidean path from <inline-formula id="IEq1556"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>in</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1556_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {in}}}{\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1556.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1557"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>out</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1557_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {out}}} {\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1557.gif"/></alternatives></inline-formula> must pass through one of the squares <inline-formula id="IEq1558"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">P</mml:mi></mml:mrow></mml:math><tex-math id="IEq1558_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {P}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1558.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq1559"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1559_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S(1/2)\subset {\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1559.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq1560"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1560_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {S}}({\mathcal {A}}_n)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1560.gif"/></alternatives></inline-formula>, any path from <inline-formula id="IEq1561"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>in</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1561_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {in}}}{\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1561.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1562"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>∂</mml:mi><mml:mtext>out</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1562_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial _{{\text {out}}} {\mathcal {A}}_n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1562.gif"/></alternatives></inline-formula> must cross one of the annuli <inline-formula id="IEq1563"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1563_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S(1/2) \setminus S $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1563.gif"/></alternatives></inline-formula> for some <inline-formula id="IEq1564"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="script">P</mml:mi></mml:mrow></mml:math><tex-math id="IEq1564_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\in {\mathcal {P}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1564.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq1565"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1565_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1565.gif"/></alternatives></inline-formula> occurs for each such <italic>S</italic>, it follows that (<xref rid="Equ85" ref-type="disp-formula">3.48</xref>) holds.</p><p id="Par227">It remains only to prove the claim. Since <inline-formula id="IEq1566"><alternatives><mml:math><mml:msubsup><mml:mi>E</mml:mi><mml:mi>S</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1566_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_S^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1566.gif"/></alternatives></inline-formula> is determined by <inline-formula id="IEq1567"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1567_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}|_{S(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1567.gif"/></alternatives></inline-formula>, the claim follows from exactly the same percolation-type argument given at the end of the proof of Lemma <xref rid="FPar40" ref-type="">3.11</xref>. <inline-formula id="IEq1568"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1568_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1568.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par228">The following is an analogue of Lemma <xref rid="FPar44" ref-type="">3.13</xref> in the present setting, and is proven in a similar way.</p></sec><sec id="FPar61"><title>Lemma 3.21</title><p id="Par229">For each <inline-formula id="IEq1569"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1569_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta \in \left( 0,\frac{2}{(2+\gamma )^2}\right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1569.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1570"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1570_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1570.gif"/></alternatives></inline-formula>, there exists <inline-formula id="IEq1571"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ζ</mml:mi><mml:mo>,</mml:mo><mml:mi>β</mml:mi><mml:mo>,</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1571_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon _* = \epsilon _*(\zeta ,\beta ,\gamma ) &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1571.gif"/></alternatives></inline-formula> such that the following is true. Let <inline-formula id="IEq1572"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌈</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌉</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1572_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon := 2^{- \lceil \log _2 \epsilon ^{-\beta } \rceil }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1572.gif"/></alternatives></inline-formula>. It holds with polynomially high probability as <inline-formula id="IEq1573"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1573_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1573.gif"/></alternatives></inline-formula> that for each square <inline-formula id="IEq1574"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1574_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {S}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1574.gif"/></alternatives></inline-formula> with side length <inline-formula id="IEq1575"><alternatives><mml:math><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq1575_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1575.gif"/></alternatives></inline-formula> and corners in <inline-formula id="IEq1576"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1576_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1576.gif"/></alternatives></inline-formula>,<disp-formula id="Equ87"><label>3.50</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>S</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ87_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( S , \partial S(1) \right) \ge \epsilon ^{-\frac{1}{d_\gamma } + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) + \zeta } \exp \left( \frac{\gamma }{d_\gamma } \max _{z\in S(1)} {\widehat{h}}_{\epsilon ^\beta }(z) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ87.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar62"><title>Proof</title><p id="Par230">Fix <inline-formula id="IEq1577"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1577_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}\in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1577.gif"/></alternatives></inline-formula> to be chosen later, in a manner depending only on <inline-formula id="IEq1578"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1578_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1578.gif"/></alternatives></inline-formula>. Also set<disp-formula id="Equ158"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mo>⌊</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>3</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>⌋</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ158_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} n_\epsilon := \lfloor (\log \epsilon ^{-1})^{3/2} \rfloor . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ158.gif" position="anchor"/></alternatives></disp-formula>By Lemmas <xref rid="FPar30" ref-type="">3.5</xref> and <xref rid="FPar32" ref-type="">3.6</xref> (the latter applied with <inline-formula id="IEq1579"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1579_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A = (\delta _\epsilon /\epsilon ^\beta ) n_\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1579.gif"/></alternatives></inline-formula>), it holds with polynomially high probability as <inline-formula id="IEq1580"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1580_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1580.gif"/></alternatives></inline-formula> that<disp-formula id="Equ88"><label>3.51</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mi>β</mml:mi><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>z</mml:mi><mml:mo>-</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mn>4</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ88_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;\max _{z\in {\mathbbm {S}} } |{\widehat{h}}_{\epsilon ^\beta }(z) | \le (2\beta +{\widetilde{\zeta }}) \log \epsilon ^{-1} \quad \text {and} \nonumber \\&amp;\max _{z,w\in {\mathbbm {S}} : |z-w| \le 4 \epsilon ^\beta } |{\widehat{h}}_{\delta _\epsilon / n_\epsilon }(z) - {\widehat{h}}_{\epsilon ^\beta }(w)| \le {\widetilde{\zeta }} \log \epsilon ^{-1} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ88.gif" position="anchor"/></alternatives></disp-formula>If <italic>S</italic> is a square as in the statement of the lemma and <inline-formula id="IEq1581"><alternatives><mml:math><mml:msub><mml:mi>u</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math><tex-math id="IEq1581_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$u_S$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1581.gif"/></alternatives></inline-formula> denotes its bottom-left corner, then the re-scaled translated square annulus <inline-formula id="IEq1582"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:msubsup><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msubsup><mml:mfenced close=")" open="("><mml:mover><mml:mrow><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:mi>S</mml:mi></mml:mrow><mml:mo>¯</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1582_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n_\epsilon \delta _\epsilon ^{-1} \left( \overline{S(1) \setminus S} - u_S \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1582.gif"/></alternatives></inline-formula> is equal to the annulus <inline-formula id="IEq1583"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub></mml:math><tex-math id="IEq1583_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {A}}_{n_\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1583.gif"/></alternatives></inline-formula> of Lemma <xref rid="FPar57" ref-type="">3.19</xref>. Moreover, the field <inline-formula id="IEq1584"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1584_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ ({\widehat{h}} - {\widehat{h}}_{\delta _\epsilon /n_\epsilon }) ((\delta _\epsilon /n_\epsilon ) \cdot + u_S ) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1584.gif"/></alternatives></inline-formula> agrees in law with <inline-formula id="IEq1585"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1585_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1585.gif"/></alternatives></inline-formula> and is independent from <inline-formula id="IEq1586"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub></mml:math><tex-math id="IEq1586_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{\delta _\epsilon /n_\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1586.gif"/></alternatives></inline-formula>, so the associated Liouville graph distance <inline-formula id="IEq1587"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>·</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1587_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{({\widehat{h}} - {\widehat{h}}_{\delta _\epsilon /n_\epsilon }) ((\delta _\epsilon /n_\epsilon ) \cdot + u_S ) }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1587.gif"/></alternatives></inline-formula> is independent from <inline-formula id="IEq1588"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub></mml:math><tex-math id="IEq1588_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{\delta _\epsilon /n_\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1588.gif"/></alternatives></inline-formula> and agrees in law with <inline-formula id="IEq1589"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1589_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1589.gif"/></alternatives></inline-formula>. By (<xref rid="Equ45" ref-type="disp-formula">3.8</xref>) applied with <inline-formula id="IEq1590"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1590_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta = \delta _\epsilon / n_\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1590.gif"/></alternatives></inline-formula> and <italic>U</italic> equal to the interior of <italic>S</italic>, it therefore follows that the conditional law of <inline-formula id="IEq1591"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>∂</mml:mi><mml:mi>S</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1591_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon \left( \partial S ,\partial S(1) \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1591.gif"/></alternatives></inline-formula> given <inline-formula id="IEq1592"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub></mml:math><tex-math id="IEq1592_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{\delta _\epsilon /n_\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1592.gif"/></alternatives></inline-formula> stochastically dominates the law of<disp-formula id="Equ159"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>∂</mml:mi><mml:mtext>in</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>∂</mml:mi><mml:mtext>out</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub></mml:mfenced><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="1em"/><mml:msub><mml:mi>T</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:mi>γ</mml:mi><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ159_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}} }^{T_S\epsilon }\left( \partial _{{\text {in}}}{\mathcal {A}}_{n_\epsilon } , \partial _{{\text {out}}} {\mathcal {A}}_{n_\epsilon } \right) \quad \text {for} \quad T_S := (n_\epsilon / \delta _\epsilon )^{2+\frac{\gamma ^2}{2}} \exp \left( - \gamma \min _{z\in S} {\widehat{h}}_{\delta _\epsilon /n_\epsilon }(z) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ159.gif" position="anchor"/></alternatives></disp-formula>If (<xref rid="Equ88" ref-type="disp-formula">3.51</xref>) holds, then<disp-formula id="Equ89"><label>3.52</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:msub><mml:mi>T</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:mi>γ</mml:mi><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mo>-</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mi>γ</mml:mi><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ89_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} T_S&amp;\le \epsilon ^{ - \beta \left( 2 + \frac{\gamma ^2}{2} \right) + o_{{\widetilde{\zeta }}}(1) + o_\epsilon (1)} \exp \left( - \gamma \max _{z\in S(1)} {\widehat{h}}_{\epsilon ^\beta }(z) \right) \nonumber \\&amp;\le \epsilon ^{ - \beta \left( 2 + \frac{\gamma ^2}{2} \right) + o_{{\widetilde{\zeta }}}(1) + o_\epsilon (1)} \exp \left( - \frac{d_\gamma -{\widetilde{\zeta }}}{d_\gamma } \gamma \max _{z\in S(1)} {\widehat{h}}_{\epsilon ^\beta }(z) \right) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ89.gif" position="anchor"/></alternatives></disp-formula>with the rate of the <inline-formula id="IEq1593"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1593_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$o_{{\widetilde{\zeta }}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1593.gif"/></alternatives></inline-formula> and the <inline-formula id="IEq1594"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1594_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$o_\epsilon (1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1594.gif"/></alternatives></inline-formula> deterministic, and the rate of the former independent of <inline-formula id="IEq1595"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1595_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1595.gif"/></alternatives></inline-formula>. Note that here we have used (<xref rid="Equ88" ref-type="disp-formula">3.51</xref>) to replace <inline-formula id="IEq1596"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:msub></mml:math><tex-math id="IEq1596_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\widehat{h}}_{\delta _\epsilon /n_\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1596.gif"/></alternatives></inline-formula> by <inline-formula id="IEq1597"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq1597_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{\epsilon ^\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1597.gif"/></alternatives></inline-formula> and to replace a min by a max. By (<xref rid="Equ89" ref-type="disp-formula">3.52</xref>) and the first inequality in (<xref rid="Equ88" ref-type="disp-formula">3.51</xref>) and since <inline-formula id="IEq1598"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1598_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta &lt; 2/(2+\gamma )^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1598.gif"/></alternatives></inline-formula> (which implies <inline-formula id="IEq1599"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>γ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1599_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2+\gamma ^2/2 - 2\gamma &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1599.gif"/></alternatives></inline-formula>) if <inline-formula id="IEq1600"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1600_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1600.gif"/></alternatives></inline-formula> is chosen sufficiently small (in a manner depending only on <inline-formula id="IEq1601"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1601_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1601.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1602"><alternatives><mml:math><mml:mi>β</mml:mi></mml:math><tex-math id="IEq1602_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1602.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1603"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1603_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1603.gif"/></alternatives></inline-formula>) then <inline-formula id="IEq1604"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mi>S</mml:mi></mml:msub><mml:msub><mml:mi>T</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mi>ϵ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>o</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1604_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\max _S T_S \epsilon = o_\epsilon (1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1604.gif"/></alternatives></inline-formula> at a deterministic rate. In particular, if <inline-formula id="IEq1605"><alternatives><mml:math><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub></mml:math><tex-math id="IEq1605_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon _*$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1605.gif"/></alternatives></inline-formula> is as in Lemma <xref rid="FPar57" ref-type="">3.19</xref> then for a small enough deterministic <inline-formula id="IEq1606"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1606_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1606.gif"/></alternatives></inline-formula> we have <inline-formula id="IEq1607"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mi>ϵ</mml:mi><mml:mo>≤</mml:mo><mml:msub><mml:mi>ϵ</mml:mi><mml:mrow><mml:mrow/><mml:mo>∗</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq1607_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\begin{document}$$T_S \epsilon \le \epsilon _*$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1607.gif"/></alternatives></inline-formula> for all squares <italic>S</italic> as above whenever (<xref rid="Equ88" ref-type="disp-formula">3.51</xref>) holds. By Lemma <xref rid="FPar57" ref-type="">3.19</xref> (applied with <inline-formula id="IEq1608"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1608_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$T_S \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1608.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1609"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1609_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1609.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1610"><alternatives><mml:math><mml:msub><mml:mi>n</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq1610_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n_\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1610.gif"/></alternatives></inline-formula> in place of <italic>n</italic>) and a union bound over <inline-formula id="IEq1611"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1611_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$O_\epsilon (\epsilon ^{-2\beta })$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1611.gif"/></alternatives></inline-formula> squares <italic>S</italic>, we obtain the statement of the lemma provided we choose <inline-formula id="IEq1612"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1612_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1612.gif"/></alternatives></inline-formula> sufficiently small. <inline-formula id="IEq1613"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1613_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1613.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par231">We will now prove the zero-boundary GFF analogue of Proposition <xref rid="FPar56" ref-type="">3.18</xref>.</p></sec><sec id="FPar63"><title>Proposition 3.22</title><p id="Par232">Let <inline-formula id="IEq1614"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math><tex-math id="IEq1614_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\mathbbm {S}}(1)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1614.gif"/></alternatives></inline-formula> be a zero-boundary GFF on <inline-formula id="IEq1615"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1615_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1615.gif"/></alternatives></inline-formula> and for <inline-formula id="IEq1616"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1616_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1616.gif"/></alternatives></inline-formula> let <inline-formula id="IEq1617"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1617_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$D_{h^{{\mathbbm {S}}(1)},{ \textsc {LFPP} }}^\delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1617.gif"/></alternatives></inline-formula> be the associated LFPP metric with <inline-formula id="IEq1618"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>=</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1618_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi =\gamma /d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1618.gif"/></alternatives></inline-formula>. For each <inline-formula id="IEq1619"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1619_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1619.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1620"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1620_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1620.gif"/></alternatives></inline-formula> that<disp-formula id="Equ160"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:mrow><mml:mi>δ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ160_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w\in {\mathbbm {S}}} D_{h^{{\mathbbm {S}}(1)},{ \textsc {LFPP} }}^\delta \left( z,w ; {\mathbbm {S}}(1/2) \right) \le \delta ^{1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } - \zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ160.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar64"><title>Proof</title><p id="Par233">Let <inline-formula id="IEq1621"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>∈</mml:mo><mml:mfenced close=")" open="("><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1621_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta \in \left( 0,\frac{2}{(2+\gamma )^2} \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1621.gif"/></alternatives></inline-formula> be arbitrary (e.g., <inline-formula id="IEq1622"><alternatives><mml:math><mml:mrow><mml:mi>β</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:mrow></mml:math><tex-math id="IEq1622_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta = \frac{1}{(2+\gamma )^2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1622.gif"/></alternatives></inline-formula> would suffice). We will compare <inline-formula id="IEq1623"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq1623_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1623.gif"/></alternatives></inline-formula>-LFPP distances to <inline-formula id="IEq1624"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1624_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1624.gif"/></alternatives></inline-formula>-Liouville graph distances with respect to <inline-formula id="IEq1625"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq1625_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1625.gif"/></alternatives></inline-formula>, then set <inline-formula id="IEq1626"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq1626_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta =\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1626.gif"/></alternatives></inline-formula>. By Lemma <xref rid="FPar34" ref-type="">3.7</xref>, it suffices to prove an upper bound for <inline-formula id="IEq1627"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq1627_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1627.gif"/></alternatives></inline-formula>-Liouville graph distances defined with <inline-formula id="IEq1628"><alternatives><mml:math><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq1628_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}_{\epsilon ^\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1628.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1629"><alternatives><mml:math><mml:msub><mml:mi>h</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq1629_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_{\epsilon ^\beta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1629.gif"/></alternatives></inline-formula>, i.e., it is enough to show that with polynomially high probability as <inline-formula id="IEq1630"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1630_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1630.gif"/></alternatives></inline-formula>, there exists for each <inline-formula id="IEq1631"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1631_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1631.gif"/></alternatives></inline-formula> a Euclidean unit-speed path <inline-formula id="IEq1632"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:msub><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1632_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P_{{ \textsc {LFPP} }} : [0,T]\rightarrow {\mathbbm {S}}(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1632.gif"/></alternatives></inline-formula> such that<disp-formula id="Equ90"><label>3.53</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mi>β</mml:mi><mml:mfenced close=")" open="("><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ90_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \int _0^T e^{\frac{\gamma }{d_\gamma } {\widehat{h}}_{\epsilon ^\beta }(P_{{ \textsc {LFPP} }}(t)) } \, dt \le \epsilon ^{\beta \left( 1 - \frac{2}{d_\gamma } - \frac{\gamma ^2}{2d_\gamma } \right) - \zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ90.gif" position="anchor"/></alternatives></disp-formula>Let <inline-formula id="IEq1633"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1633_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ {\widetilde{\zeta }} \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1633.gif"/></alternatives></inline-formula> which we will choose later, in a manner depending only on <inline-formula id="IEq1634"><alternatives><mml:math><mml:mi>β</mml:mi></mml:math><tex-math id="IEq1634_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1634.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1635"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1635_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1635.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1636"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1636_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1636.gif"/></alternatives></inline-formula>. Also set <inline-formula id="IEq1637"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mo>⌊</mml:mo><mml:msub><mml:mo>log</mml:mo><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>β</mml:mi></mml:mrow></mml:msup><mml:mo>⌋</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1637_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon := 2^{- \lfloor \log _2 \epsilon ^{-\beta } \rfloor }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1637.gif"/></alternatives></inline-formula>, as in Lemma <xref rid="FPar61" ref-type="">3.21</xref>.</p><p id="Par234">Let <inline-formula id="IEq1638"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mo>=</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>β</mml:mi><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1638_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon = E^\epsilon (\beta ,{\widetilde{\zeta }})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1638.gif"/></alternatives></inline-formula> be the event of Lemma <xref rid="FPar61" ref-type="">3.21</xref> but with <inline-formula id="IEq1639"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1639_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1639.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1640"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1640_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1640.gif"/></alternatives></inline-formula>, i.e., <inline-formula id="IEq1641"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq1641_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1641.gif"/></alternatives></inline-formula> is the event that (<xref rid="Equ87" ref-type="disp-formula">3.50</xref>) holds (with <inline-formula id="IEq1642"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1642_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1642.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1643"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1643_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1643.gif"/></alternatives></inline-formula>) for each square <inline-formula id="IEq1644"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1644_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {S}}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1644.gif"/></alternatives></inline-formula> with side length <inline-formula id="IEq1645"><alternatives><mml:math><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq1645_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1645.gif"/></alternatives></inline-formula> and corners in <inline-formula id="IEq1646"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1646_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1646.gif"/></alternatives></inline-formula>. By Lemmas <xref rid="FPar61" ref-type="">3.21</xref> and <xref rid="FPar36" ref-type="">3.8</xref>, it holds with polynomially high probability as <inline-formula id="IEq1647"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1647_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1647.gif"/></alternatives></inline-formula> that<disp-formula id="Equ91"><label>3.54</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mspace width="0.166667em"/><mml:mtext>occurs</mml:mtext><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:munder><mml:mo movablelimits="true">min</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ91_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} E^\epsilon \, \text {occurs} \quad \text {and} \quad \min _{z\in {\mathbbm {S}}(1)} \mu _{{\widehat{h}}}(B_{\delta _\epsilon /2}(z) ) \ge \epsilon . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ91.gif" position="anchor"/></alternatives></disp-formula>We note that the second condition in (<xref rid="Equ91" ref-type="disp-formula">3.54</xref>) implies that any two points of <inline-formula id="IEq1648"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1648_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1 )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1648.gif"/></alternatives></inline-formula> which lie at Euclidean distance at least <inline-formula id="IEq1649"><alternatives><mml:math><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq1649_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1649.gif"/></alternatives></inline-formula> from each other lie at <inline-formula id="IEq1650"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1650_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1650.gif"/></alternatives></inline-formula>-distance at least 2.</p><p id="Par235">Henceforth assume that (<xref rid="Equ91" ref-type="disp-formula">3.54</xref>) holds and fix <inline-formula id="IEq1651"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1651_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w\in {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1651.gif"/></alternatives></inline-formula>. By the definition of <inline-formula id="IEq1652"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1652_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ D_{{\widehat{h}}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1652.gif"/></alternatives></inline-formula>, we can find a continuous Euclidean path <inline-formula id="IEq1653"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo>:</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1653_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P : [0,1] \rightarrow {\mathbbm {S}}(1/2) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1653.gif"/></alternatives></inline-formula> from <italic>z</italic> to <italic>w</italic> whose range can be covered by at most <inline-formula id="IEq1654"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1654_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{{\widehat{h}}}^\epsilon (z,w;{\mathbbm {S}}(1/2) )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1654.gif"/></alternatives></inline-formula> Euclidean balls of <inline-formula id="IEq1655"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1655_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1655.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq1656"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1656_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1656.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq1657"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1657_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1657.gif"/></alternatives></inline-formula>. We will use this path <italic>P</italic> to construct a path from <italic>z</italic> to <italic>w</italic> whose <inline-formula id="IEq1658"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq1658_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1658.gif"/></alternatives></inline-formula>-LFPP length can be bounded above.</p><p id="Par236">Let <inline-formula id="IEq1659"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1659_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{\delta _\epsilon }(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1659.gif"/></alternatives></inline-formula> be the set of squares <inline-formula id="IEq1660"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1660_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S\subset {\mathbbm {S}}(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1660.gif"/></alternatives></inline-formula> with side length <inline-formula id="IEq1661"><alternatives><mml:math><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq1661_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1661.gif"/></alternatives></inline-formula> and corners in <inline-formula id="IEq1662"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1662_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta _\epsilon {\mathbbm {Z}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1662.gif"/></alternatives></inline-formula>. We will inductively define a sequence of squares in <inline-formula id="IEq1663"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1663_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{\delta _\epsilon }(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1663.gif"/></alternatives></inline-formula>. Let <inline-formula id="IEq1664"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1664_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_0 = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1664.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq1665"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:math><tex-math id="IEq1665_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1665.gif"/></alternatives></inline-formula> be a square of <inline-formula id="IEq1666"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1666_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{\delta _\epsilon }(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1666.gif"/></alternatives></inline-formula> which contains <italic>z</italic>. Inductively, if <inline-formula id="IEq1667"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1667_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1667.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1668"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1668_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_{j-1} \in [0, 1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1668.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1669"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1669_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_{j-1} \in {\mathcal {S}}_{\delta _\epsilon }(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1669.gif"/></alternatives></inline-formula> have been defined, let <inline-formula id="IEq1670"><alternatives><mml:math><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1670_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1670.gif"/></alternatives></inline-formula> be the infimum of the times <inline-formula id="IEq1671"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1671_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t \in [ t_{j-1} , 1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1671.gif"/></alternatives></inline-formula> for which <italic>P</italic>(<italic>t</italic>) is not contained in the expanded square <inline-formula id="IEq1672"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1672_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_{j-1}(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1672.gif"/></alternatives></inline-formula>, or let <inline-formula id="IEq1673"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq1673_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j = 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1673.gif"/></alternatives></inline-formula> if no such <italic>t</italic> exists. If <inline-formula id="IEq1674"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq1674_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j = 1 $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1674.gif"/></alternatives></inline-formula>, let <inline-formula id="IEq1675"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1675_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1675.gif"/></alternatives></inline-formula> be a square of <inline-formula id="IEq1676"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1676_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {S}}_{\delta _\epsilon }(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1676.gif"/></alternatives></inline-formula> containing <italic>w</italic>. Otherwise, choose <inline-formula id="IEq1677"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">S</mml:mi><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1677_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j \in {\mathcal {S}}_{\delta _\epsilon }(1/2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1677.gif"/></alternatives></inline-formula> so that <italic>P</italic> enters <inline-formula id="IEq1678"><alternatives><mml:math><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1678_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1678.gif"/></alternatives></inline-formula> immediately after time <italic>t</italic>.</p><p id="Par237">Let <inline-formula id="IEq1679"><alternatives><mml:math><mml:mi mathvariant="script">J</mml:mi></mml:math><tex-math id="IEq1679_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1679.gif"/></alternatives></inline-formula> be the smallest <inline-formula id="IEq1680"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq1680_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1680.gif"/></alternatives></inline-formula> for which <inline-formula id="IEq1681"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq1681_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_{j+1} = 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1681.gif"/></alternatives></inline-formula> (<inline-formula id="IEq1682"><alternatives><mml:math><mml:mi mathvariant="script">J</mml:mi></mml:math><tex-math id="IEq1682_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1682.gif"/></alternatives></inline-formula> must be finite since <italic>P</italic> is continuous). Let <inline-formula id="IEq1683"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:msub><mml:mo>:</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:math><tex-math id="IEq1683_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P_{{ \textsc {LFPP} }} : [0,T] \rightarrow {\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1683.gif"/></alternatives></inline-formula> be the concatenation of the straight line segments <inline-formula id="IEq1684"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1684_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[P(t_j) , P(t_{j+1})]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1684.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1685"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="script">J</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1685_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j\in [0 ,{\mathcal {J}} ]_{{\mathbbm {Z}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1685.gif"/></alternatives></inline-formula>, traversed at unit speed. Then <inline-formula id="IEq1686"><alternatives><mml:math><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:msub></mml:math><tex-math id="IEq1686_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P_{{ \textsc {LFPP} }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1686.gif"/></alternatives></inline-formula> is a path from <italic>z</italic> to <italic>w</italic>. Since each <inline-formula id="IEq1687"><alternatives><mml:math><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math><tex-math id="IEq1687_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_{j+1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1687.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1688"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>≤</mml:mo><mml:mi mathvariant="script">J</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq1688_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j\le {\mathcal {J}}-1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1688.gif"/></alternatives></inline-formula> is the first time after <inline-formula id="IEq1689"><alternatives><mml:math><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:math><tex-math id="IEq1689_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1689.gif"/></alternatives></inline-formula> at which <italic>P</italic> exits <inline-formula id="IEq1690"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1690_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1690.gif"/></alternatives></inline-formula>, each of the segments <inline-formula id="IEq1691"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1691_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$[P(t_j) , P(t_{j+1})]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1691.gif"/></alternatives></inline-formula> is contained in <inline-formula id="IEq1692"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1692_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$S_j(1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1692.gif"/></alternatives></inline-formula>, and in particular its Euclidean length is at most a universal constant times <inline-formula id="IEq1693"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:math><tex-math id="IEq1693_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1693.gif"/></alternatives></inline-formula>. Hence<disp-formula id="Equ92"><label>3.55</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>T</mml:mi></mml:msubsup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mstyle mathsize="0.6em"/><mml:mi mathvariant="normal">LFPP</mml:mi><mml:mstyle mathsize="0.6em"/></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>⪯</mml:mo><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi mathvariant="script">J</mml:mi></mml:munderover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ92_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \int _0^T e^{\frac{\gamma }{d_\gamma } {\widehat{h}}_{\epsilon ^\beta }(P_{{ \textsc {LFPP} }}(t)) } \, dt \preceq \sum _{j=0}^{{\mathcal {J}}} \epsilon ^\beta \exp \left( \frac{\gamma }{d_\gamma } \max _{z\in S_j(1)} {\widehat{h}}_{\epsilon ^\beta }(z) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ92.gif" position="anchor"/></alternatives></disp-formula>For each <inline-formula id="IEq1694"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="script">J</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1694_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$j\in [0,{\mathcal {J}}-1]_{{\mathbbm {Z}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1694.gif"/></alternatives></inline-formula> the path <italic>P</italic> travels across the square annulus <inline-formula id="IEq1695"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1695_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$S_j(1) \setminus S_j$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1695.gif"/></alternatives></inline-formula> during the time interval <inline-formula id="IEq1696"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1696_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$[t_j,t_{j+1}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1696.gif"/></alternatives></inline-formula>. By (<xref rid="Equ87" ref-type="disp-formula">3.50</xref>), it follows that<disp-formula id="Equ93"><label>3.56</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ93_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{{\widehat{h}}}^\epsilon \left( P(t_j) , P(t_{j+1}) ; {\mathbbm {S}}(1/2) \right) \ge \epsilon ^{-\frac{1}{d_\gamma } + \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) + {\widetilde{\zeta }} } \exp \left( \frac{\gamma }{d_\gamma } \max _{z\in S_j(1)} {\widehat{h}}_{\epsilon ^\beta }(z) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ93.gif" position="anchor"/></alternatives></disp-formula>By our choice of <italic>P</italic>, the sum of the left side of this inequality over all <inline-formula id="IEq1697"><alternatives><mml:math><mml:mrow><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="script">J</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1697_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$j \in [0 , {\mathcal {J}}-1]_{{\mathbbm {Z}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1697.gif"/></alternatives></inline-formula> is at most <inline-formula id="IEq1698"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:mi mathvariant="script">J</mml:mi></mml:mrow></mml:math><tex-math id="IEq1698_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ D_{{\widehat{h}}}^\epsilon (z,w;{\mathbbm {S}}) + 2{\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1698.gif"/></alternatives></inline-formula> (the term <inline-formula id="IEq1699"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mi mathvariant="script">J</mml:mi></mml:mrow></mml:math><tex-math id="IEq1699_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2{\mathcal {J}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1699.gif"/></alternatives></inline-formula> comes from double-counting the disks which contain the points <inline-formula id="IEq1700"><alternatives><mml:math><mml:mrow><mml:mi>P</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1700_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$P(t_j)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1700.gif"/></alternatives></inline-formula>). Since <inline-formula id="IEq1701"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>≥</mml:mo></mml:mrow><mml:msub><mml:mi>δ</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq1701_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|P(t_j) - P(t_{j+1})| \ge \delta _\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1701.gif"/></alternatives></inline-formula>, the second condition in (<xref rid="Equ91" ref-type="disp-formula">3.54</xref>) shows that none of the pairs of points <inline-formula id="IEq1702"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mi>P</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1702_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(P(t_j) , P(t_{j+1}))$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1702.gif"/></alternatives></inline-formula> can be contained in a single Euclidean ball of <inline-formula id="IEq1703"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1703_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{{\widehat{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1703.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq1704"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1704_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1704.gif"/></alternatives></inline-formula>. Therefore, <inline-formula id="IEq1705"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">J</mml:mi><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1705_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {J}} \le D_{{\widehat{h}}}^\epsilon \left( z,w;{\mathbbm {S}}(1/2) \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1705.gif"/></alternatives></inline-formula>. Consequently, summing (<xref rid="Equ93" ref-type="disp-formula">3.56</xref>) over all <italic>j</italic> gives<disp-formula id="Equ94"><label>3.57</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi mathvariant="script">J</mml:mi></mml:munderover><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>γ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>β</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:mn>3</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mfrac><mml:mi>β</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ94_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\begin{aligned} \sum _{j=0}^{{\mathcal {J}}} \exp \left( \frac{\gamma }{d_\gamma } \max _{z\in S_j(1)} {\widehat{h}}_{\epsilon ^\beta }(z) \right) \le 3 \epsilon ^{ \frac{1}{d_\gamma } - \frac{\beta }{d_\gamma } \left( 2 + \frac{\gamma ^2}{2} \right) - {\widetilde{\zeta }} } D_{{\widehat{h}}}^\epsilon \left( z,w;{\mathbbm {S}}(1/2) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ94.gif" position="anchor"/></alternatives></disp-formula>By Proposition <xref rid="FPar38" ref-type="">3.9</xref>, we have <inline-formula id="IEq1706"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi></mml:mrow></mml:msub><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">S</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:mfrac><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1706_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\max _{z,w\in {\mathbbm {S}}} D_{{\widehat{h}}}^\epsilon \left( z,w;{\mathbbm {S}}(1/2) \right) \le \epsilon ^{-\frac{1}{d_\gamma }- {\widetilde{\zeta }}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1706.gif"/></alternatives></inline-formula> with polynomially high probability as <inline-formula id="IEq1707"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1707_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1707.gif"/></alternatives></inline-formula>. Combining this with (<xref rid="Equ92" ref-type="disp-formula">3.55</xref>) and (<xref rid="Equ94" ref-type="disp-formula">3.57</xref>) and choosing <inline-formula id="IEq1708"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1708_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1708.gif"/></alternatives></inline-formula> sufficiently small, in a manner depending only on <inline-formula id="IEq1709"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1709_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1709.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1710"><alternatives><mml:math><mml:mi>β</mml:mi></mml:math><tex-math id="IEq1710_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\beta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1710.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1711"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1711_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1711.gif"/></alternatives></inline-formula>, shows that (<xref rid="Equ90" ref-type="disp-formula">3.53</xref>) holds with polynomially high probability as <inline-formula id="IEq1712"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1712_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1712.gif"/></alternatives></inline-formula>. <inline-formula id="IEq1713"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1713_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1713.gif"/></alternatives></inline-formula></p></sec><sec id="FPar65"><title>Proof of Proposition 3.18</title><p id="Par238">Proposition <xref rid="FPar63" ref-type="">3.22</xref> implies the analogous statement with <inline-formula id="IEq1714"><alternatives><mml:math><mml:mi mathvariant="double-struck">S</mml:mi></mml:math><tex-math id="IEq1714_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {S}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1714.gif"/></alternatives></inline-formula> replaced with any other square <inline-formula id="IEq1715"><alternatives><mml:math><mml:mrow><mml:mi>S</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1715_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$S\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1715.gif"/></alternatives></inline-formula> (with the rate of convergence of the probability depending on the square). Lemma <xref rid="FPar8" ref-type="">2.1</xref> then implies that the same is true with a whole-plane GFF in place of a zero-boundary GFF on <italic>S</italic>(1). We obtain the proposition statement from this by covering <italic>K</italic> by a finite union of squares <italic>S</italic> such that <italic>S</italic>(1 / 2) is contained in <italic>U</italic>. <inline-formula id="IEq1716"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1716_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1716.gif"/></alternatives></inline-formula></p></sec><sec id="FPar66"><title>Proof of Theorem 1.5</title><p id="Par239">The lower bound for the point-to-point distance in (<xref rid="Equ10" ref-type="disp-formula">1.10</xref>) follows from Proposition <xref rid="FPar50" ref-type="">3.15</xref> applied with <inline-formula id="IEq1717"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>=</mml:mo><mml:mo stretchy="false">{</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq1717_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K=\{z\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1717.gif"/></alternatives></inline-formula> and <italic>U</italic> an open set containing <italic>z</italic> but not <italic>w</italic>. The upper bound follows from Proposition <xref rid="FPar56" ref-type="">3.18</xref> applied with <italic>K</italic> chosen so that <inline-formula id="IEq1718"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:math><tex-math id="IEq1718_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$z,w\in K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1718.gif"/></alternatives></inline-formula>. The bounds for other LFPP distances in (<xref rid="Equ11" ref-type="disp-formula">1.11</xref>) are immediate from Propositions <xref rid="FPar50" ref-type="">3.15</xref> and <xref rid="FPar56" ref-type="">3.18</xref> together with (<xref rid="Equ10" ref-type="disp-formula">1.10</xref>). <inline-formula id="IEq1719"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1719_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1719.gif"/></alternatives></inline-formula></p></sec></sec></sec><sec id="Sec21"><title>Connection to random planar maps</title><p id="Par240">In this section we will relate Liouville graph distance to random planar maps and thereby prove Theorem <xref rid="FPar6" ref-type="">1.6</xref>. The basic strategy for doing so is discussed in Sect. <xref rid="Sec5" ref-type="sec">1.4</xref>. To carry out this approach, we will first need to provide some background on SLE and LQG which will allow us to express the mated-CRT map as the adjacency graph of a certain random collection of <inline-formula id="IEq1720"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1720_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1720.gif"/></alternatives></inline-formula>-LQG mass “cells” in the plane (Sect. <xref rid="Sec22" ref-type="sec">4.1</xref>). In Sect. <xref rid="Sec26" ref-type="sec">4.2</xref>, we compare distances in this adjacency graph of cells to Liouville graph distance. Actually, we will prove upper and lower bounds for distances in the adjacency graph in terms of two minor variants of Liouville graph distance defined using slightly different types of Euclidean balls. In Sect. <xref rid="Sec27" ref-type="sec">4.3</xref> we complete the proof of Theorem <xref rid="FPar6" ref-type="">1.6</xref> in the setting of the mated-CRT map, then transfer to other random planar maps using the results of [<xref ref-type="bibr" rid="CR37">GHS17</xref>].</p><sec id="Sec22"><title>Background on SLE and LQG</title><sec id="Sec23"><title>Liouville quantum gravity surfaces.</title><p id="Par241">Fix <inline-formula id="IEq1721"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1721_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1721.gif"/></alternatives></inline-formula>. Following [<xref ref-type="bibr" rid="CR25">DS11</xref>, <xref ref-type="bibr" rid="CR73">She16a</xref>, <xref ref-type="bibr" rid="CR23">DMS14</xref>], we define a <inline-formula id="IEq1722"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1722_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1722.gif"/></alternatives></inline-formula><italic>-Liouville quantum gravity surface</italic> to be an equivalence class of pairs <inline-formula id="IEq1723"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="script">D</mml:mi><mml:mo>,</mml:mo><mml:mi>h</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1723_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$({\mathcal {D}},h)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1723.gif"/></alternatives></inline-formula> where <inline-formula id="IEq1724"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">D</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1724_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {D}}\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1724.gif"/></alternatives></inline-formula> and <italic>h</italic> is a distribution on <inline-formula id="IEq1725"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq1725_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1725.gif"/></alternatives></inline-formula> (which we will always take to be a realization of some variant of the Gaussian free field), with two such pairs <inline-formula id="IEq1726"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="script">D</mml:mi><mml:mo>,</mml:mo><mml:mi>h</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1726_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$({\mathcal {D}},h)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1726.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1727"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi mathvariant="script">D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1727_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$(\widetilde{{\mathcal {D}}} , {\widetilde{h}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1727.gif"/></alternatives></inline-formula> considered to be equivalent if there is a conformal map <inline-formula id="IEq1728"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mo>:</mml:mo><mml:mover accent="true"><mml:mi mathvariant="script">D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="script">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq1728_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\begin{document}$$f : \widetilde{{\mathcal {D}}} \rightarrow {\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1728.gif"/></alternatives></inline-formula> such that<disp-formula id="Equ95"><label>4.1</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mi>h</mml:mi><mml:mo>∘</mml:mo><mml:mi>f</mml:mi><mml:mo>+</mml:mo><mml:mi>Q</mml:mi><mml:mo>log</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="1em"/><mml:mi>Q</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>γ</mml:mi></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:mfrac><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ95_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\begin{aligned} {\widetilde{h}} = h \circ f + Q\log |f'| \quad \text {for} \quad Q = \frac{2}{\gamma } +\frac{\gamma }{2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ95.gif" position="anchor"/></alternatives></disp-formula>One motivation for this definition is that by [<xref ref-type="bibr" rid="CR25">DS11</xref>, Proposition 2.1], if <inline-formula id="IEq1729"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq1729_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1729.gif"/></alternatives></inline-formula> and <italic>h</italic> are related as in (<xref rid="Equ95" ref-type="disp-formula">4.1</xref>) then a.s. the <inline-formula id="IEq1730"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1730_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1730.gif"/></alternatives></inline-formula>-LQG measure <inline-formula id="IEq1731"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq1731_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1731.gif"/></alternatives></inline-formula> is the pushforward of <inline-formula id="IEq1732"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msub></mml:math><tex-math id="IEq1732_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mu _{{\widetilde{h}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1732.gif"/></alternatives></inline-formula> under <italic>f</italic>, so <inline-formula id="IEq1733"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq1733_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1733.gif"/></alternatives></inline-formula> is a well-defined functional of the LQG surface (as noted in Sect. <xref rid="Sec11" ref-type="sec">2.3</xref>, we expect the conjectural <inline-formula id="IEq1734"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1734_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1734.gif"/></alternatives></inline-formula>-LQG metric to satisfy a similar invariance property). If <inline-formula id="IEq1735"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="script">D</mml:mi><mml:mo>,</mml:mo><mml:mi>h</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1735_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$({\mathcal {D}} , h)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1735.gif"/></alternatives></inline-formula> is an equivalence class representative, then the distribution <italic>h</italic> is called an <italic>embedding</italic> of the <inline-formula id="IEq1736"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1736_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1736.gif"/></alternatives></inline-formula>-LQG surface into <inline-formula id="IEq1737"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq1737_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1737.gif"/></alternatives></inline-formula>.</p><p id="Par242">In this paper, the only types of <inline-formula id="IEq1738"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1738_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1738.gif"/></alternatives></inline-formula>-LQG surfaces which we will be interested in are the ones corresponding to whole-plane and zero-boundary GFF’s and the so-called <inline-formula id="IEq1739"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1739_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1739.gif"/></alternatives></inline-formula><italic>-quantum cone</italic> which is defined in [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Definition 4.10]. We will not need the precise definition. Roughly speaking, the <inline-formula id="IEq1740"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1740_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1740.gif"/></alternatives></inline-formula>-quantum cone describes the local behavior of a general <inline-formula id="IEq1741"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1741_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1741.gif"/></alternatives></inline-formula>-LQG surface at a point sampled from its <inline-formula id="IEq1742"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1742_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1742.gif"/></alternatives></inline-formula>-LQG measure [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Proposition 4.13(ii) and Lemma A.10].</p><p id="Par243">We will only ever work with a particular embedding of the <inline-formula id="IEq1743"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1743_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1743.gif"/></alternatives></inline-formula>-quantum cone called the <italic>circle-average embedding</italic>, which is the random distribution <italic>h</italic> on <inline-formula id="IEq1744"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq1744_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1744.gif"/></alternatives></inline-formula> defined in [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Definition 4.10]. Aside from its connection to the mated-CRT map (as we discuss below), the most important property of this distribution for our purposes is that <inline-formula id="IEq1745"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">D</mml:mi></mml:msub></mml:math><tex-math id="IEq1745_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$h|_{{\mathbbm {D}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1745.gif"/></alternatives></inline-formula> agrees in law with the corresponding restriction of a whole-plane GFF plus <inline-formula id="IEq1746"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>γ</mml:mi><mml:mo>log</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math><tex-math id="IEq1746_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$-\gamma \log |\cdot |$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1746.gif"/></alternatives></inline-formula>, normalized so that its circle average over <inline-formula id="IEq1747"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq1747_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\partial {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1747.gif"/></alternatives></inline-formula> is zero. The <inline-formula id="IEq1748"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1748_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1748.gif"/></alternatives></inline-formula>-log singularity arises from the fact that a <inline-formula id="IEq1749"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1749_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1749.gif"/></alternatives></inline-formula>-LQG surface has such a log singularity at a typical point from the perspective of the <inline-formula id="IEq1750"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1750_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1750.gif"/></alternatives></inline-formula>-LQG measure [<xref ref-type="bibr" rid="CR25">DS11</xref>, Section 3.3].</p></sec><sec id="Sec24"><title>Space-filling SLE<inline-formula id="IEq1751"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1751_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1751.gif"/></alternatives></inline-formula>.</title><p id="Par244">In this subsection we will review the construction of whole-plane space-filling SLE<inline-formula id="IEq1752"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1752_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1752.gif"/></alternatives></inline-formula> from <inline-formula id="IEq1753"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq1753_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1753.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1754"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq1754_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1754.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1755"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq1755_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa &gt; 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1755.gif"/></alternatives></inline-formula>, which first appeared in [<xref ref-type="bibr" rid="CR61">MS17</xref>, Section 1.2.3]. This is a random space-filling curve in <inline-formula id="IEq1756"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq1756_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1756.gif"/></alternatives></inline-formula> which a.s. hits each fixed point exactly once (but has an uncountable fractal set of multiple points). In the case when <inline-formula id="IEq1757"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>≥</mml:mo><mml:mn>8</mml:mn></mml:mrow></mml:math><tex-math id="IEq1757_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\kappa \ge 8$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1757.gif"/></alternatives></inline-formula>, ordinary SLE<inline-formula id="IEq1758"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1758_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1758.gif"/></alternatives></inline-formula> is already space-filling [<xref ref-type="bibr" rid="CR67">RS05</xref>] and whole-plane space-filling SLE<inline-formula id="IEq1759"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1759_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1759.gif"/></alternatives></inline-formula> from <inline-formula id="IEq1760"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq1760_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1760.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1761"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq1761_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1761.gif"/></alternatives></inline-formula> is just a two-sided variant of ordinary SLE<inline-formula id="IEq1762"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1762_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1762.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq1763"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1763_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa \in (4,8)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1763.gif"/></alternatives></inline-formula>, however, ordinary SLE<inline-formula id="IEq1764"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1764_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1764.gif"/></alternatives></inline-formula> is not space-filling and space-filling SLE<inline-formula id="IEq1765"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1765_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1765.gif"/></alternatives></inline-formula> can be obtained from ordinary SLE<inline-formula id="IEq1766"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1766_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1766.gif"/></alternatives></inline-formula> by, roughly speaking, iteratively filling in the “bubbles” which it disconnects from its target point by SLE<inline-formula id="IEq1767"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1767_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1767.gif"/></alternatives></inline-formula>-type curves.</p><p id="Par245">We will not need many properties of space-filling SLE<inline-formula id="IEq1768"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1768_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1768.gif"/></alternatives></inline-formula> here (only some estimates from [<xref ref-type="bibr" rid="CR34">GHM15</xref>] which the reader can take as a black box), but we provide a moderately detailed review for the sake of context. The basic idea of the construction is to first construct the outer boundary of the curve <inline-formula id="IEq1769"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1769_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1769.gif"/></alternatives></inline-formula> stopped at the first time it hits each <inline-formula id="IEq1770"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi mathvariant="double-struck">Q</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1770_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in \mathbbm {Q}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1770.gif"/></alternatives></inline-formula>, then interpolate these boundaries to get a space-filling curve. By SLE duality [<xref ref-type="bibr" rid="CR77">Zha08</xref>, <xref ref-type="bibr" rid="CR78">Zha10</xref>, <xref ref-type="bibr" rid="CR26">Dub09</xref>, <xref ref-type="bibr" rid="CR60">MS16c</xref>, <xref ref-type="bibr" rid="CR61">MS17</xref>] the outer boundaries should be SLE<inline-formula id="IEq1771"><alternatives><mml:math><mml:msub><mml:mrow/><mml:munder><mml:mi>κ</mml:mi><mml:mo>̲</mml:mo></mml:munder></mml:msub></mml:math><tex-math id="IEq1771_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$_{\underline{\kappa }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1771.gif"/></alternatives></inline-formula>-type curves for <inline-formula id="IEq1772"><alternatives><mml:math><mml:mrow><mml:munder><mml:mi>κ</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mo>=</mml:mo><mml:mn>16</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>κ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1772_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{\kappa }=16/\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1772.gif"/></alternatives></inline-formula>. We will define these curves using the theory of imaginary geometry [<xref ref-type="bibr" rid="CR60">MS16c</xref>, <xref ref-type="bibr" rid="CR61">MS17</xref>].</p><p id="Par246">Let <inline-formula id="IEq1773"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>χ</mml:mi><mml:mtext>IG</mml:mtext></mml:msup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msqrt><mml:munder><mml:mi>κ</mml:mi><mml:mo>̲</mml:mo></mml:munder></mml:msqrt><mml:mo>-</mml:mo><mml:msqrt><mml:munder><mml:mi>κ</mml:mi><mml:mo>̲</mml:mo></mml:munder></mml:msqrt><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq1773_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\chi ^{{\text {IG}}} := 2/\sqrt{\underline{\kappa }} -\sqrt{\underline{\kappa }}/2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1773.gif"/></alternatives></inline-formula> and let <inline-formula id="IEq1774"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mtext>IG</mml:mtext></mml:msup></mml:math><tex-math id="IEq1774_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\text {IG}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1774.gif"/></alternatives></inline-formula> be a whole-plane GFF viewed modulo a global additive multiple of <inline-formula id="IEq1775"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:mi>π</mml:mi><mml:msup><mml:mi>χ</mml:mi><mml:mtext>IG</mml:mtext></mml:msup></mml:mrow></mml:math><tex-math id="IEq1775_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\pi \chi ^{{\text {IG}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1775.gif"/></alternatives></inline-formula>, as in [<xref ref-type="bibr" rid="CR61">MS17</xref>] (here IG stands for “Imaginary Geometry” and is used to distinguish the field <inline-formula id="IEq1776"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mtext>IG</mml:mtext></mml:msup></mml:math><tex-math id="IEq1776_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^{{\text {IG}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1776.gif"/></alternatives></inline-formula> from the field <italic>h</italic> used to construct the LQG measure). By [<xref ref-type="bibr" rid="CR61">MS17</xref>, Theorem 1.1], for <inline-formula id="IEq1777"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1777_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1777.gif"/></alternatives></inline-formula>, we can construct the <italic>flow lines</italic><inline-formula id="IEq1778"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>L</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1778_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _z^L$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1778.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1779"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>R</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1779_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _z^R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1779.gif"/></alternatives></inline-formula> of <italic>h</italic> started from <italic>z</italic> with angles <inline-formula id="IEq1780"><alternatives><mml:math><mml:mrow><mml:mi>π</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq1780_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\pi /2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1780.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1781"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>π</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math><tex-math id="IEq1781_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$-\pi /2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1781.gif"/></alternatives></inline-formula>, respectively. These curves will be the left and right boundaries of <inline-formula id="IEq1782"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1782_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1782.gif"/></alternatives></inline-formula> stopped upon hitting <italic>z</italic>.</p><p id="Par247">For distinct <inline-formula id="IEq1783"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi mathvariant="double-struck">Q</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq1783_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z,w \in \mathbbm {Q}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1783.gif"/></alternatives></inline-formula>, the flow lines <inline-formula id="IEq1784"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>L</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1784_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _z^L$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1784.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1785"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>w</mml:mi><mml:mi>L</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1785_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _w^L$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1785.gif"/></alternatives></inline-formula> a.s. merge upon intersecting, and similarly with <italic>R</italic> in place of <italic>L</italic>. The two flow lines <inline-formula id="IEq1786"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>L</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1786_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _z^L$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1786.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1787"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>R</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1787_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _z^R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1787.gif"/></alternatives></inline-formula> started at the same point a.s. do not cross, but these flow lines bounce off each other without crossing if and only if <inline-formula id="IEq1788"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1788_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\kappa \in (4,8)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1788.gif"/></alternatives></inline-formula> [<xref ref-type="bibr" rid="CR61">MS17</xref>, Theorem 1.7].</p><p id="Par248">We define a total order on <inline-formula id="IEq1789"><alternatives><mml:math><mml:msup><mml:mi mathvariant="double-struck">Q</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq1789_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathbbm {Q}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1789.gif"/></alternatives></inline-formula> by declaring that <italic>z</italic> comes before <italic>w</italic> if and only if <italic>w</italic> is in a connected component of <inline-formula id="IEq1790"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>L</mml:mi></mml:msubsup><mml:mo>∪</mml:mo><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>R</mml:mi></mml:msubsup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1790_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}\setminus (\eta _z^L\cup \eta _z^R)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1790.gif"/></alternatives></inline-formula> which lies to the right of <inline-formula id="IEq1791"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>L</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1791_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _z^L$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1791.gif"/></alternatives></inline-formula> (equivalently, to the left of <inline-formula id="IEq1792"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>R</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1792_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta _z^R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1792.gif"/></alternatives></inline-formula>). The whole-plane analogue of [<xref ref-type="bibr" rid="CR61">MS17</xref>, Theorem 4.12] (which can be deduced from the chordal case; see [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Section 1.4.1]) shows that there is a.s. a well-defined continuous curve <inline-formula id="IEq1793"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo>:</mml:mo><mml:mi mathvariant="double-struck">R</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1793_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta : {\mathbbm {R}}\rightarrow {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1793.gif"/></alternatives></inline-formula> such that the following is true. The curve <inline-formula id="IEq1794"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1794_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1794.gif"/></alternatives></inline-formula> traces the points of <inline-formula id="IEq1795"><alternatives><mml:math><mml:msup><mml:mi mathvariant="double-struck">Q</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq1795_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathbbm {Q}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1795.gif"/></alternatives></inline-formula> in the above order, is such that <inline-formula id="IEq1796"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>η</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi mathvariant="double-struck">Q</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1796_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ^{-1}(\mathbbm {Q}^2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1796.gif"/></alternatives></inline-formula> is a dense set of times, and is continuous when parameterized by Lebesgue measure. This curve <inline-formula id="IEq1797"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1797_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1797.gif"/></alternatives></inline-formula> is defined to be the whole-plane space-filling SLE<inline-formula id="IEq1798"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1798_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$_{\kappa }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1798.gif"/></alternatives></inline-formula> from <inline-formula id="IEq1799"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq1799_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1799.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1800"><alternatives><mml:math><mml:mi>∞</mml:mi></mml:math><tex-math id="IEq1800_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1800.gif"/></alternatives></inline-formula>.</p><p id="Par249">In the case when <inline-formula id="IEq1801"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>≥</mml:mo><mml:mn>8</mml:mn></mml:mrow></mml:math><tex-math id="IEq1801_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa \ge 8$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1801.gif"/></alternatives></inline-formula>, the left/right boundary curves <inline-formula id="IEq1802"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>L</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1802_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\eta _z^L$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1802.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1803"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>R</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1803_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta _z^R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1803.gif"/></alternatives></inline-formula> do not bounce off each other, so for <inline-formula id="IEq1804"><alternatives><mml:math><mml:mrow><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>b</mml:mi></mml:mrow></mml:math><tex-math id="IEq1804_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$a &lt; b$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1804.gif"/></alternatives></inline-formula> the set <inline-formula id="IEq1805"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1805_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta ([a,b])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1805.gif"/></alternatives></inline-formula> has the topology of a closed disk. In contrast, for <inline-formula id="IEq1806"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1806_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa \in (4,8)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1806.gif"/></alternatives></inline-formula> the curves <inline-formula id="IEq1807"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>L</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1807_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta _z^L$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1807.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1808"><alternatives><mml:math><mml:msubsup><mml:mi>η</mml:mi><mml:mi>z</mml:mi><mml:mi>R</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1808_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta _z^R$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1808.gif"/></alternatives></inline-formula> intersect in an uncountable fractal set and for <inline-formula id="IEq1809"><alternatives><mml:math><mml:mrow><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>b</mml:mi></mml:mrow></mml:math><tex-math id="IEq1809_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$a&lt;b$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1809.gif"/></alternatives></inline-formula> the interior of the set <inline-formula id="IEq1810"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1810_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta ([a,b])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1810.gif"/></alternatives></inline-formula> a.s. has countably many connected components, each of which has the topology of a disk (see Fig. <xref rid="Fig6" ref-type="fig">6</xref>, right).<fig id="Fig6"><label>Fig. 6</label><caption xml:lang="en"><p><bold>Left.</bold> Definition of the left/right quantum boundary length process (<italic>L</italic>, <italic>R</italic>) for the space-filling SLE<inline-formula id="IEq1811"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1811_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1811.gif"/></alternatives></inline-formula> curve <inline-formula id="IEq1812"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1812_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1812.gif"/></alternatives></inline-formula>, which is shown to be a pair of correlated Brownian motions in [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Theorem 1.9]. This figure corresponds to the case <inline-formula id="IEq1813"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>≥</mml:mo><mml:mn>8</mml:mn></mml:mrow></mml:math><tex-math id="IEq1813_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa \ge 8$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1813.gif"/></alternatives></inline-formula> (<inline-formula id="IEq1814"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1814_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \in (0,\sqrt{2}]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1814.gif"/></alternatives></inline-formula>) since the image of each interval under <inline-formula id="IEq1815"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1815_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1815.gif"/></alternatives></inline-formula> is simply connected. <bold>Right.</bold> Illustration of four typical space-filling SLE cells of the form <inline-formula id="IEq1816"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1816_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1816.gif"/></alternatives></inline-formula> in the case <inline-formula id="IEq1817"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1817_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\kappa \in (4,8)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1817.gif"/></alternatives></inline-formula> (<inline-formula id="IEq1818"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1818_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \in (\sqrt{2} , 2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1818.gif"/></alternatives></inline-formula>). The picture is slightly misleading since the set of “pinch points” where the left and right boundaries of each cell meet is actually uncountable, with no isolated points, but has Hausdorff dimension less than 2. The points where <inline-formula id="IEq1819"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1819_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1819.gif"/></alternatives></inline-formula> starts and finishes filling in each cell are shown with black dots. The grey and green cells intersect at several points, but do not share a connected boundary arc so are <italic>not</italic> considered to be adjacent. This is natural since one can think of the blue cell as lying in between the grey and green cells. In fact, two cells which intersect, but do not share a connected boundary arc, will always be separated by another cell in this manner</p></caption><graphic specific-use="HTML" mime-subtype="PNG" xlink:href="220_2019_3487_Fig6_HTML.png" id="MO184"/></fig></p></sec><sec id="Sec25"><title>Mated-CRT maps and SLE-decorated LQG.</title><p id="Par250">As in Sect. <xref rid="Sec5" ref-type="sec">1.4</xref>, let <inline-formula id="IEq1820"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1820_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma \in (0,2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1820.gif"/></alternatives></inline-formula>, let <italic>h</italic> be the circle-average embedding of a <inline-formula id="IEq1821"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1821_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1821.gif"/></alternatives></inline-formula>-quantum cone, and let <inline-formula id="IEq1822"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1822_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1822.gif"/></alternatives></inline-formula> be a whole-plane space-filling SLE<inline-formula id="IEq1823"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1823_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1823.gif"/></alternatives></inline-formula> curve with <inline-formula id="IEq1824"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>=</mml:mo><mml:mn>16</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>&gt;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq1824_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\kappa = 16/\gamma ^2 &gt; 4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1824.gif"/></alternatives></inline-formula> sampled independently from <italic>h</italic> and then parametrized by <inline-formula id="IEq1825"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1825_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1825.gif"/></alternatives></inline-formula>-LQG mass with respect to <italic>h</italic>, i.e., so that <inline-formula id="IEq1826"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1826_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\eta (0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1826.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1827"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>t</mml:mi><mml:mo>-</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:math><tex-math id="IEq1827_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\mu _h(\eta ([s,t])) = t-s$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1827.gif"/></alternatives></inline-formula> whenever <inline-formula id="IEq1828"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>∞</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>s</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>t</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq1828_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$-\infty&lt; s&lt; t &lt; \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1828.gif"/></alternatives></inline-formula>. Let <inline-formula id="IEq1829"><alternatives><mml:math><mml:msub><mml:mi>ν</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq1829_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\nu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1829.gif"/></alternatives></inline-formula> be the <inline-formula id="IEq1830"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1830_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1830.gif"/></alternatives></inline-formula>-LQG boundary length measure associated with <italic>h</italic> (as in [<xref ref-type="bibr" rid="CR25">DS11</xref>, Section 6]). We let <inline-formula id="IEq1831"><alternatives><mml:math><mml:mrow><mml:mi>L</mml:mi><mml:mo>:</mml:mo><mml:mi mathvariant="double-struck">R</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi mathvariant="double-struck">R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1831_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$L : {\mathbbm {R}} \rightarrow {\mathbbm {R}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1831.gif"/></alternatives></inline-formula> be the process such that <inline-formula id="IEq1832"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1832_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$L_0 = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1832.gif"/></alternatives></inline-formula> and for <inline-formula id="IEq1833"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1833_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$t_1 &lt; t_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1833.gif"/></alternatives></inline-formula>,<disp-formula id="Equ96"><label>4.2</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msub><mml:mo>=</mml:mo><mml:mspace width="0.166667em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:msub><mml:mi>ν</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:mtext>left boundary of</mml:mtext><mml:mspace width="3.33333pt"/><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>∞</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>ν</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:mtext>left boundary of</mml:mtext><mml:mspace width="3.33333pt"/><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>-</mml:mo><mml:mi>∞</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ96_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} L_{t_2} - L_{t_1} =\,&amp;\nu _h\left( \text {left boundary of}~ \eta ([t_1,t_2]) \cap \eta ([t_2,\infty )) \right) \nonumber \\&amp;- \nu _h\left( \text {left boundary of}~ \eta ([t_1,t_2]) \cap \eta ((-\infty ,t_1]) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ96.gif" position="anchor"/></alternatives></disp-formula>Similarly define <italic>R</italic> with “right” in place of “left”. See Fig. <xref rid="Fig6" ref-type="fig">6</xref>, left, for an illustration. Then [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Theorem 1.9] (and [<xref ref-type="bibr" rid="CR35">GHMS17</xref>, Theorem 1.1] in the case <inline-formula id="IEq1834"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>&lt;</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mrow></mml:math><tex-math id="IEq1834_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma &lt; \sqrt{2}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1834.gif"/></alternatives></inline-formula>) shows that (<italic>L</italic>, <italic>R</italic>) has the law of a correlated two-sided two-dimensional Brownian motion with <inline-formula id="IEq1835"><alternatives><mml:math><mml:mrow><mml:mtext>Corr</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>L</mml:mi><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mo>cos</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>π</mml:mi><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1835_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$${\text {Corr}}(L,R) = -\cos (\pi \gamma ^2/4)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1835.gif"/></alternatives></inline-formula>. In other words, (<italic>L</italic>, <italic>R</italic>) is the same as the process used to construct the mated-CRT map in Sect. <xref rid="Sec5" ref-type="sec">1.4</xref>.</p><p id="Par251">If we let <inline-formula id="IEq1836"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq1836_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1836.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1837"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1837_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1837.gif"/></alternatives></inline-formula> be the mated-CRT map constructed from (<italic>L</italic>, <italic>R</italic>), then one sees from (<xref rid="Equ96" ref-type="disp-formula">4.2</xref>) that two cells <inline-formula id="IEq1838"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1838_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta ([x_1 - \epsilon , x_1])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1838.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1839"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1839_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta ([x_2-\epsilon ,x_2])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1839.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1840"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1840_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$x_1,x_2 \in \epsilon {\mathbbm {Z}} $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1840.gif"/></alternatives></inline-formula> intersect along a non-trivial connected boundary arc if and only if the mated-CRT map adjacency condition (<xref rid="Equ17" ref-type="disp-formula">1.17</xref>) holds for either <italic>L</italic> or <italic>R</italic>. Thus the mated-CRT map is isomorphic to the adjacency graph of space-filling SLE cells, with cells considered to be adjacent if they intersect along a non-trivial connected boundary arc. Note that for <inline-formula id="IEq1841"><alternatives><mml:math><mml:mrow><mml:mi>κ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1841_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$\kappa \in (4,8)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1841.gif"/></alternatives></inline-formula>, it is possible for two cells to intersect along a cantor-like set, but not a non-trivial connected boundary arc, in which case the cells are not considered to be adjacent (see Fig. <xref rid="Fig6" ref-type="fig">6</xref>, right).</p></sec></sec><sec id="Sec26"><title>Comparing Liouville graph distance and SLE cell distance</title><sec><p id="Par252">In this subsection we will prove a proposition which allows us to compare distances in the adjacency graph of space-filling SLE cells discussed above with Liouville graph distances (see Proposition <xref rid="FPar72" ref-type="">4.4</xref>). For this purpose we first need to introduce a few variants of Liouville graph distance. We start with the analogue of Liouville graph distance with SLE cells used in place of Euclidean balls.</p></sec><sec id="FPar67"><title>Definition 4.1</title><p id="Par253">Let <italic>h</italic> be some variant of the GFF on the whole plane such that <inline-formula id="IEq1842"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq1842_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\mu _h({\mathbbm {C}}) =\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1842.gif"/></alternatives></inline-formula> a.s. and let <inline-formula id="IEq1843"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1843_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1843.gif"/></alternatives></inline-formula> be an independent whole-plane space-filling SLE<inline-formula id="IEq1844"><alternatives><mml:math><mml:msub><mml:mrow/><mml:mi>κ</mml:mi></mml:msub></mml:math><tex-math id="IEq1844_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$_\kappa $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1844.gif"/></alternatives></inline-formula> curve, sampled independently from <italic>h</italic> and then parametrized by <inline-formula id="IEq1845"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1845_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1845.gif"/></alternatives></inline-formula>-LQG mass with respect to <italic>h</italic>, i.e., so that <inline-formula id="IEq1846"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1846_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\begin{document}$$\eta (0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1846.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1847"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>t</mml:mi><mml:mo>-</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:math><tex-math id="IEq1847_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\mu _h(\eta ([s,t])) = t-s$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1847.gif"/></alternatives></inline-formula> whenever <inline-formula id="IEq1848"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>∞</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>s</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>t</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq1848_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$-\infty&lt; s&lt; t &lt; \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1848.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq1849"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1849_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1849.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1850"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1850_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1850.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1851"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1851_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1,z_2\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1851.gif"/></alternatives></inline-formula>, we let <inline-formula id="IEq1852"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1852_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon (z_1,z_2 ; U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1852.gif"/></alternatives></inline-formula> be equal to 1 plus the graph distance from the cell containing <inline-formula id="IEq1853"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq1853_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1853.gif"/></alternatives></inline-formula> to the cell containing <inline-formula id="IEq1854"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq1854_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1854.gif"/></alternatives></inline-formula> in the graph of cells of the form <inline-formula id="IEq1855"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1855_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1855.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1856"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1856_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1856.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq1857"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1857_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1857.gif"/></alternatives></inline-formula>, with two such cells considered to be adjacent if they intersect along a non-trivial connected boundary arc.</p><p id="Par254">We also let <inline-formula id="IEq1858"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1858_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h,\eta }^\epsilon (z_1,z_2; U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1858.gif"/></alternatives></inline-formula> be the minimum number of SLE segments of the form <inline-formula id="IEq1859"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1859_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([a,b])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1859.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1860"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>b</mml:mi><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1860_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0 &lt; b-a \le \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1860.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq1861"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1861_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1861.gif"/></alternatives></inline-formula> and whose union contains a Euclidean path from <inline-formula id="IEq1862"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq1862_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1862.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1863"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq1863_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1863.gif"/></alternatives></inline-formula>.</p><p id="Par255">We abbreviate <inline-formula id="IEq1864"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>,</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>,</mml:mo><mml:mo>·</mml:mo><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1864_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon (\cdot ,\cdot ) := D_{h,\eta }^\epsilon (\cdot ,\cdot ; {\mathbbm {C}})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1864.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1865"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>,</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>·</mml:mo><mml:mo>,</mml:mo><mml:mo>·</mml:mo><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1865_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h,\eta }^\epsilon (\cdot ,\cdot ) := D_{h,\eta }^\epsilon (\cdot ,\cdot ; {\mathbbm {C}} ) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1865.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par256">We are mostly interested in <inline-formula id="IEq1866"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1866_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1866.gif"/></alternatives></inline-formula> since in the case when <italic>h</italic> is the field corresponding to a <inline-formula id="IEq1867"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1867_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1867.gif"/></alternatives></inline-formula>-quantum cone, we know from the preceding subsection that <inline-formula id="IEq1868"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1868_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon (z_1,z_2 )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1868.gif"/></alternatives></inline-formula> is equal to 1 plus the graph distance in the mated-CRT map <inline-formula id="IEq1869"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq1869_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1869.gif"/></alternatives></inline-formula> between the vertices corresponding to the cells containing <inline-formula id="IEq1870"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq1870_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1870.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1871"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq1871_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1871.gif"/></alternatives></inline-formula>. On the other hand, the definition of <inline-formula id="IEq1872"><alternatives><mml:math><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1872_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1872.gif"/></alternatives></inline-formula> is more closely analogous to the definition of Liouville graph distance and in particular<disp-formula id="Equ97"><label>4.3</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ97_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\widetilde{D}}_{h,\eta }^\epsilon (z_1,z_2 ; U) \le {\widetilde{D}}_{h,\eta }^{\epsilon '}(z_1,z_2 ; U) ,\quad \forall z_1,z_2\in U ,\quad \forall \epsilon ' \in (0,\epsilon ] . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ97.gif" position="anchor"/></alternatives></disp-formula>The analogous relationship does not hold for <inline-formula id="IEq1873"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1873_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1873.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par257">It is obvious that<disp-formula id="Equ98"><label>4.4</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ98_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\widetilde{D}}_{h,\eta }^\epsilon (z_1,z_2 ; U) \le D_{h,\eta }^\epsilon (z_1,z_2 ; U) ,\quad \forall z_1,z_2\in U . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ98.gif" position="anchor"/></alternatives></disp-formula>One also has the following reverse relationship.</p></sec><sec id="FPar68"><title>Lemma 4.2</title><p id="Par258">Suppose we are in the setting of Definition <xref rid="FPar67" ref-type="">4.1</xref>. There is a deterministic constant <inline-formula id="IEq1874"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1874_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1874.gif"/></alternatives></inline-formula>, depending only on <inline-formula id="IEq1875"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1875_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1875.gif"/></alternatives></inline-formula>, such that the following is true. Let <inline-formula id="IEq1876"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi>V</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1876_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U \subset V\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1876.gif"/></alternatives></inline-formula> be connected open sets. On the event that each cell <inline-formula id="IEq1877"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1877_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1877.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1878"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1878_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1878.gif"/></alternatives></inline-formula> which intersects <inline-formula id="IEq1879"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1879_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1879.gif"/></alternatives></inline-formula> is contained in <inline-formula id="IEq1880"><alternatives><mml:math><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1880_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{V}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1880.gif"/></alternatives></inline-formula>,<disp-formula id="Equ99"><label>4.5</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>V</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>c</mml:mi><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ99_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{h,\eta }^\epsilon (z_1,z_2 ; V) \le c {\widetilde{D}}_{h,\eta }^\epsilon (z_1,z_2; U) ,\quad \forall z_1,z_2 \in U . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ99.gif" position="anchor"/></alternatives></disp-formula>In particular, if <italic>h</italic> is a whole-plane GFF normalized so that <inline-formula id="IEq1881"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1881_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_1(0) = 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1881.gif"/></alternatives></inline-formula> or the circle average embedding of a <inline-formula id="IEq1882"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1882_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1882.gif"/></alternatives></inline-formula>-quantum cone and <inline-formula id="IEq1883"><alternatives><mml:math><mml:mrow><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mo>⊂</mml:mo><mml:mi>V</mml:mi><mml:mo>⊂</mml:mo><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq1883_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U} \subset V \subset \overline{V}\subset {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1883.gif"/></alternatives></inline-formula>, then (<xref rid="Equ99" ref-type="disp-formula">4.5</xref>) holds with polynomially high probability as <inline-formula id="IEq1884"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1884_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1884.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar69"><title>Proof</title><p id="Par259">Suppose we are working on the event that each cell <inline-formula id="IEq1885"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1885_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1885.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1886"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1886_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1886.gif"/></alternatives></inline-formula> which intersects <inline-formula id="IEq1887"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1887_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1887.gif"/></alternatives></inline-formula> is contained in <inline-formula id="IEq1888"><alternatives><mml:math><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1888_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{V}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1888.gif"/></alternatives></inline-formula>. We will prove (<xref rid="Equ99" ref-type="disp-formula">4.5</xref>). Each segment <inline-formula id="IEq1889"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1889_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([a,b])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1889.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1890"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>b</mml:mi><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1890_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0 &lt; b- a \le \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1890.gif"/></alternatives></inline-formula> which is contained in <italic>U</italic> is contained in the union of at most two segments of the form <inline-formula id="IEq1891"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1891_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1891.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1892"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1892_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1892.gif"/></alternatives></inline-formula> which intersect <inline-formula id="IEq1893"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1893_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1893.gif"/></alternatives></inline-formula>, hence are contained in <inline-formula id="IEq1894"><alternatives><mml:math><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1894_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{V}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1894.gif"/></alternatives></inline-formula>. It follows that the minimum number of cells of the form <inline-formula id="IEq1895"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1895_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1895.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1896"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq1896_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1896.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq1897"><alternatives><mml:math><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1897_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{V}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1897.gif"/></alternatives></inline-formula> and whose union contains a Euclidean path in <inline-formula id="IEq1898"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1898_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1898.gif"/></alternatives></inline-formula> from <inline-formula id="IEq1899"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq1899_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1899.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1900"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq1900_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1900.gif"/></alternatives></inline-formula> is bounded above by <inline-formula id="IEq1901"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1901_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c {\widetilde{D}}_{h,\eta }^\epsilon (z_1,z_2 ; U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1901.gif"/></alternatives></inline-formula>.</p><p id="Par260">The above minimum is not the same as <inline-formula id="IEq1902"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>V</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1902_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon (z_1,z_2 ; V )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1902.gif"/></alternatives></inline-formula> when <inline-formula id="IEq1903"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1903_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \in (\sqrt{2} , 2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1903.gif"/></alternatives></inline-formula> since in this case two cells can intersect but not share a non-trivial connected boundary arc (see Fig. <xref rid="Fig6" ref-type="fig">6</xref>, right), in which case they do not count as being adjacent for the purposes of defining <inline-formula id="IEq1904"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>V</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1904_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon (z_1,z_2; V)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1904.gif"/></alternatives></inline-formula>. However, the number of times that <inline-formula id="IEq1905"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq1905_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1905.gif"/></alternatives></inline-formula> can hit any fixed point of <inline-formula id="IEq1906"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq1906_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1906.gif"/></alternatives></inline-formula> is at most a deterministic, <inline-formula id="IEq1907"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1907_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1907.gif"/></alternatives></inline-formula>-dependent constant <inline-formula id="IEq1908"><alternatives><mml:math><mml:msup><mml:mi>c</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq1908_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1908.gif"/></alternatives></inline-formula> (see [<xref ref-type="bibr" rid="CR34">GHM15</xref>, Section 6] or [<xref ref-type="bibr" rid="CR23">DMS14</xref>, Section 8.2]), so any two cells which intersect at a point <inline-formula id="IEq1909"><alternatives><mml:math><mml:mrow><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1909_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$w \in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1909.gif"/></alternatives></inline-formula> can be joined by a path of at most <inline-formula id="IEq1910"><alternatives><mml:math><mml:msup><mml:mi>c</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:math><tex-math id="IEq1910_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1910.gif"/></alternatives></inline-formula> cells which also intersect <italic>w</italic> and such that any two successive cells in the path share a non-trivial boundary arc. Each cell in this path must be contained in <inline-formula id="IEq1911"><alternatives><mml:math><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1911_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{V}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1911.gif"/></alternatives></inline-formula> by assumption, so we get (<xref rid="Equ99" ref-type="disp-formula">4.5</xref>) with <inline-formula id="IEq1912"><alternatives><mml:math><mml:mrow><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math><tex-math id="IEq1912_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c = 2c'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1912.gif"/></alternatives></inline-formula>.</p><p id="Par261">The last statement follows since standard SLE/LQG estimates show that there is a <inline-formula id="IEq1913"><alternatives><mml:math><mml:mrow><mml:mi>q</mml:mi><mml:mo>=</mml:mo><mml:mi>q</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1913_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$q = q(\gamma ) &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1913.gif"/></alternatives></inline-formula> such that the maximal diameter of the cells <inline-formula id="IEq1914"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1914_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1914.gif"/></alternatives></inline-formula> which intersect <inline-formula id="IEq1915"><alternatives><mml:math><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1915_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1915.gif"/></alternatives></inline-formula> is at most <inline-formula id="IEq1916"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:math><tex-math id="IEq1916_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^q$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1916.gif"/></alternatives></inline-formula> with polynomially high probability as <inline-formula id="IEq1917"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1917_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1917.gif"/></alternatives></inline-formula> (see, e.g., [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Lemma 3.3]), which implies that each such cell is contained in <inline-formula id="IEq1918"><alternatives><mml:math><mml:mover><mml:mi>V</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq1918_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{V}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1918.gif"/></alternatives></inline-formula> with polynomially high probability as <inline-formula id="IEq1919"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1919_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1919.gif"/></alternatives></inline-formula>. <inline-formula id="IEq1920"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1920_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1920.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par262">In the case of the whole-plane GFF, we will bound <inline-formula id="IEq1921"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1921_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1921.gif"/></alternatives></inline-formula>-distances above and below by distances with respect to two minor variants of Liouville graph distances which we now define. For <inline-formula id="IEq1922"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1922_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1922.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1923"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1923_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1923.gif"/></alternatives></inline-formula>, let<disp-formula id="Equ100"><label>4.6</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mo movablelimits="true">sup</mml:mo><mml:mfenced close="}" open="{"><mml:mi>r</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>:</mml:mo><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>r</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi></mml:mfenced><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ100_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \overline{R}^\epsilon (z):= \sup \left\{ r &gt; 0 : \mu _h(B_{2r}(z)) \le \epsilon \right\} \quad {\text {and}} \quad \overline{B}^\epsilon (z):= B_{\overline{R}^\epsilon (z)}(z). \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ100.gif" position="anchor"/></alternatives></disp-formula>Also let<disp-formula id="Equ101"><label>4.7</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mo movablelimits="true">sup</mml:mo><mml:mfenced close="}" open="{"><mml:mi>r</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>:</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi></mml:mfenced><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msup><mml:munder><mml:mi>B</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ101_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \underline{R}^\epsilon (z) := \sup \left\{ r &gt; 0 : e^{\gamma h_r(z)} r^{2+\frac{\gamma ^2}{2}} \le \epsilon \right\} \quad {\text {and}} \quad \underline{B}^\epsilon (z) := B_{\underline{R}^\epsilon (z)}(z) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ101.gif" position="anchor"/></alternatives></disp-formula>For an open set <inline-formula id="IEq1924"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1924_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1924.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1925"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1925_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1,z_2\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1925.gif"/></alternatives></inline-formula>, we define the modified Liouville graph distance <inline-formula id="IEq1926"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi></mml:mfenced></mml:mrow></mml:math><tex-math id="IEq1926_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon \left( z_1,z_2 ; U \right) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1926.gif"/></alternatives></inline-formula> to be the minimum number of balls of the form <inline-formula id="IEq1927"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1927_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_r(w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1927.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1928"><alternatives><mml:math><mml:mrow><mml:mi>r</mml:mi><mml:mo>≤</mml:mo><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1928_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$r\le \overline{R}^\epsilon (w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1928.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1929"><alternatives><mml:math><mml:mrow><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1929_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$w \in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1929.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1930"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow></mml:math><tex-math id="IEq1930_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_r(w) \subset \overline{U}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1930.gif"/></alternatives></inline-formula> whose union contains a path from <inline-formula id="IEq1931"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq1931_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1931.gif"/></alternatives></inline-formula> to <inline-formula id="IEq1932"><alternatives><mml:math><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq1932_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1932.gif"/></alternatives></inline-formula>. We similarly define <inline-formula id="IEq1933"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1933_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon (z_1,z_2 ; U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1933.gif"/></alternatives></inline-formula> but with <inline-formula id="IEq1934"><alternatives><mml:math><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1934_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{R}^\epsilon (w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1934.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1935"><alternatives><mml:math><mml:mrow><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1935_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{R}^\epsilon (w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1935.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par263">We will need the following partial analogue of Theorem <xref rid="FPar4" ref-type="">1.4</xref> for the above variants of Liouville graph distance.</p></sec><sec id="FPar70"><title>Proposition 4.3</title><p id="Par264">Let <italic>h</italic> be a whole-plane GFF normalized so that its circle average over <inline-formula id="IEq1936"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq1936_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1936.gif"/></alternatives></inline-formula> is zero. For each open set <inline-formula id="IEq1937"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1937_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1937.gif"/></alternatives></inline-formula>, each compact connected set <inline-formula id="IEq1938"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1938_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K\subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1938.gif"/></alternatives></inline-formula>, and each <inline-formula id="IEq1939"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1939_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1939.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1940"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1940_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1940.gif"/></alternatives></inline-formula> that<disp-formula id="Equ102"><label>4.8</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ102_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w \in K} \overline{D}_h^\epsilon (z,w; U ) \le \epsilon ^{-\frac{1}{d_\gamma -\zeta }} \quad {\text {and}} \quad \underline{D}_h^\epsilon ( K , \partial U ) \ge \epsilon ^{-\frac{1}{d_\gamma +\zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ102.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar71"><title>Proof</title><p id="Par265">By [<xref ref-type="bibr" rid="CR30">DZZ18a</xref>, Proposition 6.2] together with Lemma <xref rid="FPar8" ref-type="">2.1</xref> and its variants for <inline-formula id="IEq1941"><alternatives><mml:math><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1941_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1941.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1942"><alternatives><mml:math><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1942_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1942.gif"/></alternatives></inline-formula> (which are proven in the same way), for any bounded connected set <inline-formula id="IEq1943"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1943_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1943.gif"/></alternatives></inline-formula>, any fixed disjoint compact sets <inline-formula id="IEq1944"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1944_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K_1 ,K_2 \subset U $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1944.gif"/></alternatives></inline-formula>, and any <inline-formula id="IEq1945"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1945_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1945.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1946"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1946_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1946.gif"/></alternatives></inline-formula> that<disp-formula id="Equ103"><label>4.9</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ103_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \epsilon ^\zeta D_h^\epsilon (K_1,K_2 ; U) \le \overline{D}_h^\epsilon (K_1,K_2 ; U) \le \epsilon ^{-\zeta } D_h^\epsilon (K_1,K_2 ; U) \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ103.gif" position="anchor"/></alternatives></disp-formula>and the same holds with <inline-formula id="IEq1947"><alternatives><mml:math><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1947_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1947.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1948"><alternatives><mml:math><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1948_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1948.gif"/></alternatives></inline-formula>. The lower bound for <inline-formula id="IEq1949"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1949_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon (K,\partial U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1949.gif"/></alternatives></inline-formula> in (<xref rid="Equ102" ref-type="disp-formula">4.8</xref>) is immediate from this and (<xref rid="Equ67" ref-type="disp-formula">3.30</xref>) from the proof of Theorem <xref rid="FPar4" ref-type="">1.4</xref>. The desired upper bound for <inline-formula id="IEq1950"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1950_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon (z,w;U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1950.gif"/></alternatives></inline-formula> follows from exactly the same argument given in Sect. <xref rid="Sec18" ref-type="sec">3.2</xref> (with (<xref rid="Equ103" ref-type="disp-formula">4.9</xref>) used to prove the needed analogue of Lemma <xref rid="FPar41" ref-type="">3.12</xref>). <inline-formula id="IEq1951"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1951_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1951.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par266">The main result of this subsection is the following proposition.</p></sec><sec id="FPar72"><title>Proposition 4.4</title><p id="Par267">Let <italic>h</italic> be a whole-plane GFF normalized so that its circle average over <inline-formula id="IEq1952"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq1952_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1952.gif"/></alternatives></inline-formula> is zero and fix <inline-formula id="IEq1953"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1953_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1953.gif"/></alternatives></inline-formula>. Also let <inline-formula id="IEq1954"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1954_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_1 \subset U_2 \subset U_3 \subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1954.gif"/></alternatives></inline-formula> be bounded, connected open sets with <inline-formula id="IEq1955"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mn>1</mml:mn></mml:msub><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1955_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}_1\subset U_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1955.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1956"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover><mml:mi>U</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mn>2</mml:mn></mml:msub><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1956_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{U}_2 \subset U_3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1956.gif"/></alternatives></inline-formula>. It holds with polynomially high probability as <inline-formula id="IEq1957"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1957_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1957.gif"/></alternatives></inline-formula> that<disp-formula id="Equ104"><label>4.10</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mfenced><mml:mo>≤</mml:mo><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mfenced><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ104_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \underline{D}_h^{\epsilon ^{1-\zeta }}\left( z ,w ; U_3 \right) \le D_{h,\eta }^\epsilon \left( z ,w ; U_2 \right) \le \epsilon ^\zeta \overline{D}_h^\epsilon \left( z ,w ; U_1 \right) ,\quad \forall z,w \in U_1 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ104.gif" position="anchor"/></alternatives></disp-formula>In particular, for any open set <inline-formula id="IEq1958"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1958_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1958.gif"/></alternatives></inline-formula> and any compact set <inline-formula id="IEq1959"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1959_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K \subset U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1959.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq1960"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1960_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1960.gif"/></alternatives></inline-formula> that<disp-formula id="Equ105"><label>4.11</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ105_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w \in K} D_{h,\eta }^\epsilon (z,w; U ) \le \epsilon ^{-\frac{1}{d_\gamma -\zeta }} \quad {\text {and}} \quad D_{h,\eta }^\epsilon ( K , \partial U ) \ge \epsilon ^{-\frac{1}{d_\gamma +\zeta }} , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ105.gif" position="anchor"/></alternatives></disp-formula>and the same is true with <inline-formula id="IEq1961"><alternatives><mml:math><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1961_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1961.gif"/></alternatives></inline-formula> or <inline-formula id="IEq1962"><alternatives><mml:math><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1962_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1962.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1963"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1963_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1963.gif"/></alternatives></inline-formula>. Moreover, the conclusion of Theorem <xref rid="FPar4" ref-type="">1.4</xref> remains true with any of <inline-formula id="IEq1964"><alternatives><mml:math><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1964_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1964.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1965"><alternatives><mml:math><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1965_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1965.gif"/></alternatives></inline-formula>, or <inline-formula id="IEq1966"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1966_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1966.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq1967"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1967_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1967.gif"/></alternatives></inline-formula>.</p></sec><sec><p id="Par268">Proposition <xref rid="FPar72" ref-type="">4.4</xref> does <italic>not</italic> apply directly in the setting of Sect. <xref rid="Sec25" ref-type="sec">4.1.3</xref> since we are working with a whole-plane GFF instead of a <inline-formula id="IEq1968"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1968_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1968.gif"/></alternatives></inline-formula>-quantum cone. We will transfer to the case of a <inline-formula id="IEq1969"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1969_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1969.gif"/></alternatives></inline-formula>-quantum cone in Proposition <xref rid="FPar76" ref-type="">4.6</xref> below. For the proof of the lower bound for <inline-formula id="IEq1970"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq1970_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1970.gif"/></alternatives></inline-formula> in Proposition <xref rid="FPar72" ref-type="">4.4</xref>, we need the following basic estimate for the <inline-formula id="IEq1971"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1971_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1971.gif"/></alternatives></inline-formula>-LQG measure.</p></sec><sec id="FPar73"><title>Lemma 4.5</title><p id="Par269">Let <italic>h</italic> and <italic>U</italic> be as in Proposition <xref rid="FPar72" ref-type="">4.4</xref> and let <inline-formula id="IEq1972"><alternatives><mml:math><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1972_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{R}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1972.gif"/></alternatives></inline-formula> for <inline-formula id="IEq1973"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1973_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1973.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1974"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq1974_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1974.gif"/></alternatives></inline-formula> be as in (<xref rid="Equ100" ref-type="disp-formula">4.6</xref>). For each <inline-formula id="IEq1975"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>,</mml:mo><mml:mi>ξ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1975_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta , \xi \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1975.gif"/></alternatives></inline-formula>,<disp-formula id="Equ161"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:msup><mml:mi>ϵ</mml:mi><mml:mfrac><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>8</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:msup></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ161_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \mu _h\left( B_{ \epsilon ^{ \zeta } \underline{R}^\epsilon (z)}(z) \right) \ge \epsilon ^{1+\zeta \left( 2 + \frac{\gamma ^2}{2} \right) + \xi } \right] \ge 1 - O_\epsilon \left( \epsilon ^{\frac{\xi ^2}{8\gamma ^2 \zeta }} \right) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ161.gif" position="anchor"/></alternatives></disp-formula>at a rate which is uniform over all <inline-formula id="IEq1976"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq1976_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$z\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1976.gif"/></alternatives></inline-formula>.</p></sec><sec id="FPar74"><title>Proof</title><p id="Par270">By [<xref ref-type="bibr" rid="CR25">DS11</xref>, Proposition 3.2], <inline-formula id="IEq1977"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1977_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$ h_{\epsilon ^\zeta \underline{R}^\epsilon (z)}(z) - h_{\underline{R}^\epsilon (z)}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1977.gif"/></alternatives></inline-formula> is centered Gaussian with variance <inline-formula id="IEq1978"><alternatives><mml:math><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq1978_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\log \epsilon ^{-\zeta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1978.gif"/></alternatives></inline-formula>. By the Gaussian tail bound,<disp-formula id="Equ162"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo></mml:mrow><mml:mfrac><mml:mi>ξ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>γ</mml:mi></mml:mrow></mml:mfrac><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:msup><mml:mi>ϵ</mml:mi><mml:mfrac><mml:msup><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mn>8</mml:mn><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:msup></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ162_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ | h_{\epsilon ^\zeta \underline{R}^\epsilon (z)}(z) - h_{\underline{R}^\epsilon (z)}(z) | \le \frac{\xi }{2\gamma } \log \epsilon ^{-1} \right] \ge 1 - O_\epsilon \left( \epsilon ^{\frac{\xi ^2}{8\gamma ^2 \zeta } } \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ162.gif" position="anchor"/></alternatives></disp-formula>By [<xref ref-type="bibr" rid="CR25">DS11</xref>, Lemma 4.6],<disp-formula id="Equ163"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mfrac><mml:mi>ξ</mml:mi><mml:mn>2</mml:mn></mml:mfrac></mml:msup><mml:msup><mml:mfenced close=")" open="("><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mrow></mml:msup><mml:mo>exp</mml:mo><mml:mfenced close=")" open="("><mml:mi>γ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>p</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:mo>∀</mml:mo><mml:mi>p</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ163_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned}&amp;{\mathbbm {P}}\left[ \mu _h\left( B_{ \epsilon ^{ \zeta } \underline{R}^\epsilon (z)}(z) \right) \ge \epsilon ^{\frac{\xi }{2}} \left( \epsilon ^\zeta \underline{R}^\epsilon (z) \right) ^{2 + \frac{\gamma ^2}{2}} \exp \left( \gamma h_{\epsilon ^\zeta \underline{R}^\epsilon (z)}(z) \right) \right] \\&amp;\quad \ge 1 - O_\epsilon (\epsilon ^p) ,\, \forall p &gt; 0 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ163.gif" position="anchor"/></alternatives></disp-formula>We conclude by combining these estimates and recalling that <inline-formula id="IEq1979"><alternatives><mml:math><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1979_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\underline{R}^\epsilon (z)^{2+\gamma ^2/2} e^{\gamma h_{\underline{R}^\epsilon (z)}} = \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1979.gif"/></alternatives></inline-formula> by definition. <inline-formula id="IEq1980"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq1980_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1980.gif"/></alternatives></inline-formula></p></sec><sec id="FPar75"><title>Proof of Proposition 4.4</title><p id="Par271">Fix a small parameter <inline-formula id="IEq1981"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1981_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\xi \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1981.gif"/></alternatives></inline-formula> to be chosen later, in a manner depending only on <inline-formula id="IEq1982"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq1982_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1982.gif"/></alternatives></inline-formula> and <inline-formula id="IEq1983"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1983_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1983.gif"/></alternatives></inline-formula>.</p><p id="Par272"><italic>Step 1: regularity event for balls and cells.</italic> By Lemma <xref rid="FPar36" ref-type="">3.8</xref> (and a union bound over dyadic values of <inline-formula id="IEq1984"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq1984_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1984.gif"/></alternatives></inline-formula>), there exists <inline-formula id="IEq1985"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>2</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1985_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\widetilde{p}}_2&gt; {\widetilde{p}}_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1985.gif"/></alternatives></inline-formula> depending only on <inline-formula id="IEq1986"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq1986_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1986.gif"/></alternatives></inline-formula> such that with polynomially high probability as <inline-formula id="IEq1987"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1987_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1987.gif"/></alternatives></inline-formula>,<disp-formula id="Equ106"><label>4.12</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mtext>Each Euclidean ball</mml:mtext><mml:mspace width="3.33333pt"/><mml:mi>B</mml:mi><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mspace width="3.33333pt"/><mml:mtext>with</mml:mtext><mml:mspace width="3.33333pt"/><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>B</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ξ</mml:mi></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mspace width="3.33333pt"/><mml:mtext>has radius in</mml:mtext><mml:mspace width="3.33333pt"/><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>2</mml:mn></mml:msub></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>δ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>1</mml:mn></mml:msub></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ106_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} \text {Each Euclidean ball}~ B\subset U_3~ \text {with}~ \mu _h(B) = \delta \in (0,\epsilon ^\xi ]~ \text {has radius in}~ [\delta ^{{\widetilde{p}}_2} , \delta ^{{\widetilde{p}}_1}]. \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ106.gif" position="anchor"/></alternatives></disp-formula>By [<xref ref-type="bibr" rid="CR34">GHM15</xref>, Proposition 3.4 and Remark 3.9], for each <inline-formula id="IEq1988"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1988_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\usepackage{amssymb}
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				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1988.gif"/></alternatives></inline-formula>, it holds with superpolynomially high probability as <inline-formula id="IEq1989"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1989_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1989.gif"/></alternatives></inline-formula> that the following is true: for each <inline-formula id="IEq1990"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ξ</mml:mi></mml:msup><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq1990_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta \in (0,\epsilon ^\xi ]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1990.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq1991"><alternatives><mml:math><mml:mrow><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">R</mml:mi></mml:mrow></mml:math><tex-math id="IEq1991_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a,b\in {\mathbbm {R}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1991.gif"/></alternatives></inline-formula> with <inline-formula id="IEq1992"><alternatives><mml:math><mml:mrow><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>b</mml:mi></mml:mrow></mml:math><tex-math id="IEq1992_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$a&lt;b$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1992.gif"/></alternatives></inline-formula>, <inline-formula id="IEq1993"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq1993_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([a,b])\subset U_3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1993.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq1994"><alternatives><mml:math><mml:mrow><mml:mtext>diam</mml:mtext><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>≥</mml:mo><mml:mi>δ</mml:mi></mml:mrow></mml:math><tex-math id="IEq1994_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {diam}}\eta ([a,b]) \ge \delta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1994.gif"/></alternatives></inline-formula>, the set <inline-formula id="IEq1995"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq1995_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([a,b])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1995.gif"/></alternatives></inline-formula> contains a Euclidean ball of radius at least <inline-formula id="IEq1996"><alternatives><mml:math><mml:msup><mml:mi>δ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi></mml:mrow></mml:msup></mml:math><tex-math id="IEq1996_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\delta ^{1+\xi }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1996.gif"/></alternatives></inline-formula>. Let <inline-formula id="IEq1997"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mo>=</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ξ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq1997_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon = E^\epsilon (\xi )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1997.gif"/></alternatives></inline-formula> be the event that this is the case and (<xref rid="Equ106" ref-type="disp-formula">4.12</xref>) holds, so that <inline-formula id="IEq1998"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq1998_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1998.gif"/></alternatives></inline-formula> occurs with polynomially high probability as <inline-formula id="IEq1999"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq1999_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq1999.gif"/></alternatives></inline-formula>, with the exponent depending only on <inline-formula id="IEq2000"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2000_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2000.gif"/></alternatives></inline-formula>.</p><p id="Par273">We first argue that if <inline-formula id="IEq2001"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq2001_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2001.gif"/></alternatives></inline-formula> is chosen sufficiently small (in a manner depending only on <inline-formula id="IEq2002"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2002_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2002.gif"/></alternatives></inline-formula>) then there exists <inline-formula id="IEq2003"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2003_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p_2&gt; p_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2003.gif"/></alternatives></inline-formula> (depending only on <inline-formula id="IEq2004"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2004_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2004.gif"/></alternatives></inline-formula>) such that on <inline-formula id="IEq2005"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2005_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2005.gif"/></alternatives></inline-formula>,<disp-formula id="Equ107"><label>4.13</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msup><mml:mo>≤</mml:mo><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msup><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mspace width="1em"/><mml:mtext>and</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:msup><mml:mo>≤</mml:mo><mml:mtext>diam</mml:mtext><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msup><mml:mo>,</mml:mo><mml:mspace width="0.166667em"/><mml:mo>∀</mml:mo><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi><mml:mspace width="0.166667em"/><mml:mtext>with</mml:mtext><mml:mspace width="0.166667em"/><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ107_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;\epsilon ^{p_2} \le \overline{R}^\epsilon (z) \le \epsilon ^{p_1} ,\, \forall z\in U_3 \quad {\text {and}} \nonumber \\&amp;\epsilon ^{p_2} \le {\text {diam}}\eta ([x-\epsilon ,x]) \le \epsilon ^{p_1} ,\, \forall x \in \epsilon {\mathbbm {Z}} \, \text {with} \, \eta ([x-\epsilon ,x])\subset U_3 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ107.gif" position="anchor"/></alternatives></disp-formula>Indeed, the bounds for <inline-formula id="IEq2006"><alternatives><mml:math><mml:mrow><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2006_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{R}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2006.gif"/></alternatives></inline-formula> in (<xref rid="Equ107" ref-type="disp-formula">4.13</xref>) (for any <inline-formula id="IEq2007"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>1</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>2</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2007_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p_1&lt; {\widetilde{p}}_1&lt; {\widetilde{p}}_2 &lt; p_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2007.gif"/></alternatives></inline-formula>) are immediate from (<xref rid="Equ106" ref-type="disp-formula">4.12</xref>) since <inline-formula id="IEq2008"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2008_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h( B_{2\overline{R}^\epsilon (z)}(z) ) = \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2008.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq2009"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2009_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h(\eta ([x-\epsilon ,x])) = \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2009.gif"/></alternatives></inline-formula>, the lower bound for <inline-formula id="IEq2010"><alternatives><mml:math><mml:mrow><mml:mtext>diam</mml:mtext><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2010_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {diam}}\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2010.gif"/></alternatives></inline-formula> is also immediate from (<xref rid="Equ106" ref-type="disp-formula">4.12</xref>). To get the upper bound for <inline-formula id="IEq2011"><alternatives><mml:math><mml:mrow><mml:mtext>diam</mml:mtext><mml:mo stretchy="false">(</mml:mo><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2011_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {diam}}(\eta ([x-\epsilon ,x]))$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2011.gif"/></alternatives></inline-formula>, we first use the condition on <inline-formula id="IEq2012"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq2012_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2012.gif"/></alternatives></inline-formula> in the definition of (<xref rid="Equ106" ref-type="disp-formula">4.12</xref>) to get that each of the cells <inline-formula id="IEq2013"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2013_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2013.gif"/></alternatives></inline-formula> which is contained in <inline-formula id="IEq2014"><alternatives><mml:math><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:math><tex-math id="IEq2014_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2014.gif"/></alternatives></inline-formula> must contain a Euclidean ball of radius at least <inline-formula id="IEq2015"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ξ</mml:mi></mml:msup><mml:mo>∧</mml:mo><mml:mtext>diam</mml:mtext><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq2015_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\epsilon ^\xi \wedge {\text {diam}}(\eta ([x-\epsilon ,x]))^{1+\xi }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2015.gif"/></alternatives></inline-formula>. This ball has <inline-formula id="IEq2016"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq2016_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2016.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq2017"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2017_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2017.gif"/></alternatives></inline-formula>, so by (<xref rid="Equ106" ref-type="disp-formula">4.12</xref>) has radius at most <inline-formula id="IEq2018"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>1</mml:mn></mml:msub></mml:msup></mml:math><tex-math id="IEq2018_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{{\widetilde{p}}_1}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2018.gif"/></alternatives></inline-formula>. This gives the upper bound in (<xref rid="Equ107" ref-type="disp-formula">4.13</xref>) for any <inline-formula id="IEq2019"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2019_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$p_1 &gt; {\widetilde{p}}_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2019.gif"/></alternatives></inline-formula> provided <inline-formula id="IEq2020"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq2020_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2020.gif"/></alternatives></inline-formula> is chosen sufficiently small.</p><p id="Par274"><italic>Step 2: upper bound for</italic><inline-formula id="IEq2021"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2021_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2021.gif"/></alternatives></inline-formula>. We now compare <inline-formula id="IEq2022"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2022_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2022.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2023"><alternatives><mml:math><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2023_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2023.gif"/></alternatives></inline-formula>. Assume that <inline-formula id="IEq2024"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2024_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2024.gif"/></alternatives></inline-formula> occurs. To lighten notation, let <inline-formula id="IEq2025"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2025_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\overline{B}^\epsilon (z) := B_{2\overline{R}^\epsilon (z)}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2025.gif"/></alternatives></inline-formula>, so that <inline-formula id="IEq2026"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2026_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h(2\overline{B}^\epsilon (z)) = \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2026.gif"/></alternatives></inline-formula>. We assume that <inline-formula id="IEq2027"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2027_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2027.gif"/></alternatives></inline-formula> is chosen sufficiently small such that on <inline-formula id="IEq2028"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2028_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2028.gif"/></alternatives></inline-formula>, each ball of the form <inline-formula id="IEq2029"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2029_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\overline{B}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2029.gif"/></alternatives></inline-formula> which intersects <inline-formula id="IEq2030"><alternatives><mml:math><mml:msub><mml:mi>U</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq2030_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2030.gif"/></alternatives></inline-formula> and each cell <inline-formula id="IEq2031"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2031_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2031.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2032"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq2032_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2032.gif"/></alternatives></inline-formula> which intersects such a ball is contained in <inline-formula id="IEq2033"><alternatives><mml:math><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq2033_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2033.gif"/></alternatives></inline-formula> (this is the case for small enough <inline-formula id="IEq2034"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2034_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2034.gif"/></alternatives></inline-formula> by (<xref rid="Equ107" ref-type="disp-formula">4.13</xref>)).</p><p id="Par275">For <inline-formula id="IEq2035"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2035_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in U_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2035.gif"/></alternatives></inline-formula>, none of the SLE cells <inline-formula id="IEq2036"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2036_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2036.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2037"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq2037_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2037.gif"/></alternatives></inline-formula> (which each have <inline-formula id="IEq2038"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq2038_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2038.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq2039"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2039_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2039.gif"/></alternatives></inline-formula>) is properly contained in <inline-formula id="IEq2040"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2040_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2 \overline{B}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2040.gif"/></alternatives></inline-formula>, so each such cell which intersects <inline-formula id="IEq2041"><alternatives><mml:math><mml:mrow><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2041_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{B}^\epsilon (z) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2041.gif"/></alternatives></inline-formula> must cross the annulus <inline-formula id="IEq2042"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2042_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\overline{B}^\epsilon (z) \setminus \overline{B}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2042.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq2043"><alternatives><mml:math><mml:mrow><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msup><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ξ</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2043_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \overline{R}^\epsilon (z) \le \epsilon ^{p_1} \le \epsilon ^\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2043.gif"/></alternatives></inline-formula> by (<xref rid="Equ107" ref-type="disp-formula">4.13</xref>), the condition on <inline-formula id="IEq2044"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq2044_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2044.gif"/></alternatives></inline-formula> in the definition of <inline-formula id="IEq2045"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2045_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2045.gif"/></alternatives></inline-formula> together with (<xref rid="Equ107" ref-type="disp-formula">4.13</xref>) (applied to a segment of <inline-formula id="IEq2046"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub></mml:math><tex-math id="IEq2046_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta |_{[x-\epsilon ,x]}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2046.gif"/></alternatives></inline-formula> which crosses the annulus) shows that each such cell contains a Euclidean ball of radius at least <inline-formula id="IEq2047"><alternatives><mml:math><mml:mrow><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi></mml:mrow></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2047_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{R}^\epsilon (z)^{1+\xi } \ge \epsilon ^{ p_2 \xi } \overline{R}^\epsilon (z) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2047.gif"/></alternatives></inline-formula> which is itself contained in <inline-formula id="IEq2048"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2048_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\overline{B}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2048.gif"/></alternatives></inline-formula>. Such a ball has Lebesgue measure at least <inline-formula id="IEq2049"><alternatives><mml:math><mml:mrow><mml:mi>π</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mover><mml:mi>R</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq2049_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\pi \epsilon ^{ 2 p_2 \xi } \overline{R}^\epsilon (z)^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2049.gif"/></alternatives></inline-formula>, so there can be at most <inline-formula id="IEq2050"><alternatives><mml:math><mml:mrow><mml:mn>4</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq2050_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$4 \epsilon ^{-2 p_2 \xi }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2050.gif"/></alternatives></inline-formula> such balls contained in <inline-formula id="IEq2051"><alternatives><mml:math><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2051_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2\overline{B}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2051.gif"/></alternatives></inline-formula>. Hence there can be at most <inline-formula id="IEq2052"><alternatives><mml:math><mml:mrow><mml:mn>4</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq2052_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$4 \epsilon ^{-2 p_2 \xi }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2052.gif"/></alternatives></inline-formula> cells of the form <inline-formula id="IEq2053"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2053_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2053.gif"/></alternatives></inline-formula> which intersect <inline-formula id="IEq2054"><alternatives><mml:math><mml:mrow><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2054_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{B}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2054.gif"/></alternatives></inline-formula>. In particular, any connected subset of <inline-formula id="IEq2055"><alternatives><mml:math><mml:msub><mml:mi>U</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq2055_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2055.gif"/></alternatives></inline-formula> which can be covered by <italic>N</italic> balls of the form <inline-formula id="IEq2056"><alternatives><mml:math><mml:mrow><mml:msup><mml:mover><mml:mi>B</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>ϵ</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2056_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{B}^\epsilon (z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2056.gif"/></alternatives></inline-formula> can be covered by <inline-formula id="IEq2057"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi></mml:mrow></mml:msup><mml:mi>N</mml:mi></mml:mrow></mml:math><tex-math id="IEq2057_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-2p_2\xi } N$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2057.gif"/></alternatives></inline-formula> cells of the form <inline-formula id="IEq2058"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2058_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2058.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2059"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq2059_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2059.gif"/></alternatives></inline-formula>. Each such cell is contained in <inline-formula id="IEq2060"><alternatives><mml:math><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq2060_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2060.gif"/></alternatives></inline-formula> by the assumption in the preceding paragraph. If we choose <inline-formula id="IEq2061"><alternatives><mml:math><mml:mrow><mml:mi>ξ</mml:mi><mml:mo>≤</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2061_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi \le \zeta /(2p_2)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2061.gif"/></alternatives></inline-formula>, this shows that with polynomially high probability <inline-formula id="IEq2062"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2062_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ D_{h,\eta }^\epsilon (z,w ; U_2) \le \epsilon ^\zeta \overline{D}_h^\epsilon (z , w ; U_1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2062.gif"/></alternatives></inline-formula> for all <inline-formula id="IEq2063"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2063_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z ,w \in U_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2063.gif"/></alternatives></inline-formula>.</p><p id="Par276"><italic>Step 3: lower bound for</italic><inline-formula id="IEq2064"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2064_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2064.gif"/></alternatives></inline-formula>. It remains to compare <inline-formula id="IEq2065"><alternatives><mml:math><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2065_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2065.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2066"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2066_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2066.gif"/></alternatives></inline-formula>. On the event <inline-formula id="IEq2067"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2067_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2067.gif"/></alternatives></inline-formula> above, each cell <inline-formula id="IEq2068"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2068_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2068.gif"/></alternatives></inline-formula> which is contained in <inline-formula id="IEq2069"><alternatives><mml:math><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math><tex-math id="IEq2069_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2069.gif"/></alternatives></inline-formula> contains a Euclidean ball <inline-formula id="IEq2070"><alternatives><mml:math><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2070_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_x^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2070.gif"/></alternatives></inline-formula> of radius at least <inline-formula id="IEq2071"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mtext>diam</mml:mtext><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi></mml:mrow></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi></mml:mrow></mml:msup><mml:mtext>diam</mml:mtext><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2071_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$({\text {diam}}\eta ([x-\epsilon ,x]) )^{1+\xi } \ge \epsilon ^{p_2 \xi } {\text {diam}} \eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2071.gif"/></alternatives></inline-formula>. By (<xref rid="Equ107" ref-type="disp-formula">4.13</xref>), this ball <inline-formula id="IEq2072"><alternatives><mml:math><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2072_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_x^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2072.gif"/></alternatives></inline-formula> has radius at least <inline-formula id="IEq2073"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq2073_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{p_2(1+ \xi )}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2073.gif"/></alternatives></inline-formula> and hence contains a point of <inline-formula id="IEq2074"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2074_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\epsilon ^{2 p_2 } {\mathbbm {Z}}^2) \cap U_3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2074.gif"/></alternatives></inline-formula> provided <inline-formula id="IEq2075"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2075_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2075.gif"/></alternatives></inline-formula> is small enough that <inline-formula id="IEq2076"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:msup><mml:mo>≤</mml:mo><mml:mtext>dist</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>∂</mml:mi><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2076_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{p_1} \le {\text {dist}}(\partial U_2 ,\partial U_3)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2076.gif"/></alternatives></inline-formula>.</p><p id="Par277">By Lemma <xref rid="FPar73" ref-type="">4.5</xref> (applied with <inline-formula id="IEq2077"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:math><tex-math id="IEq2077_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{1-\zeta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2077.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq2078"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2078_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2078.gif"/></alternatives></inline-formula>, <inline-formula id="IEq2079"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2079_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ p_2 \xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2079.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq2080"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq2080_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2080.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq2081"><alternatives><mml:math><mml:msup><mml:mi>ξ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:math><tex-math id="IEq2081_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi ^{1/4}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2081.gif"/></alternatives></inline-formula>, say, in place of <inline-formula id="IEq2082"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq2082_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2082.gif"/></alternatives></inline-formula>) and a union bound over <inline-formula id="IEq2083"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2083_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\epsilon ^{2p_2} {\mathbbm {Z}}^2) \cap U_3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2083.gif"/></alternatives></inline-formula>, if <inline-formula id="IEq2084"><alternatives><mml:math><mml:mi>ξ</mml:mi></mml:math><tex-math id="IEq2084_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\xi $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2084.gif"/></alternatives></inline-formula> is chosen sufficiently small, in a manner depending only on <inline-formula id="IEq2085"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2085_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2085.gif"/></alternatives></inline-formula>, then with polynomially high probability as <inline-formula id="IEq2086"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2086_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2086.gif"/></alternatives></inline-formula>,<disp-formula id="Equ108"><label>4.14</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mfenced close=")" open="("><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mn>2</mml:mn></mml:mfrac></mml:mfenced><mml:mo>+</mml:mo><mml:msup><mml:mi>ξ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>≥</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mo>∩</mml:mo><mml:mspace width="0.166667em"/><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ108_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \mu _h\left( B_{ \epsilon ^{ p_2\xi (1-\zeta ) } \underline{R}^{\epsilon ^{1-\zeta }}(z)}(z) \right) \ge \epsilon ^{1-\zeta + p_2 \xi (1-\zeta ) \left( 2 + \frac{\gamma ^2}{2} \right) + \xi ^{1/4} (1-\zeta ) } \ge \epsilon , \quad \forall z \in (\epsilon ^{2 p_2 } {\mathbbm {Z}}^2)\, \cap \, U_3 . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ108.gif" position="anchor"/></alternatives></disp-formula>Furthermore, by a standard Gaussian estimate (see, e.g., [<xref ref-type="bibr" rid="CR58">MS16a</xref>, Proposition 2.4]) it holds with polynomially high probability as <inline-formula id="IEq2087"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2087_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2087.gif"/></alternatives></inline-formula> that each of the balls <inline-formula id="IEq2088"><alternatives><mml:math><mml:mrow><mml:msup><mml:munder><mml:mi>B</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2088_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{B}^{\epsilon ^{1-\zeta }}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2088.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2089"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2089_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in U_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2089.gif"/></alternatives></inline-formula> is contained in <inline-formula id="IEq2090"><alternatives><mml:math><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:math><tex-math id="IEq2090_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U_3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2090.gif"/></alternatives></inline-formula>.</p><p id="Par278">Henceforth assume that <inline-formula id="IEq2091"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2091_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2091.gif"/></alternatives></inline-formula> occurs, (<xref rid="Equ108" ref-type="disp-formula">4.14</xref>) holds, and the event described just after (<xref rid="Equ108" ref-type="disp-formula">4.14</xref>) occurs. Since the radius of <inline-formula id="IEq2092"><alternatives><mml:math><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2092_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_x^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2092.gif"/></alternatives></inline-formula> is at least <inline-formula id="IEq2093"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:math><tex-math id="IEq2093_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{p_2(1+\xi )}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2093.gif"/></alternatives></inline-formula> for each <inline-formula id="IEq2094"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq2094_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x \in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2094.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2095"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2095_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x]) \subset U_2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2095.gif"/></alternatives></inline-formula>, for each such <italic>x</italic> we can find <inline-formula id="IEq2096"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq2096_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in (\epsilon ^{2 p_2 } {\mathbbm {Z}}^2) \cap B_x^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2096.gif"/></alternatives></inline-formula> which lies at Euclidean distance at least <inline-formula id="IEq2097"><alternatives><mml:math><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mn>4</mml:mn></mml:mfrac><mml:mtext>diam</mml:mtext><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq2097_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{1}{4} {\text {diam}} B_x^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2097.gif"/></alternatives></inline-formula> from <inline-formula id="IEq2098"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq2098_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial B_x^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2098.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq2099"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2099_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h(B_x^\epsilon ) \le \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2099.gif"/></alternatives></inline-formula> and by (<xref rid="Equ108" ref-type="disp-formula">4.14</xref>), the ball <inline-formula id="IEq2100"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2100_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{ \epsilon ^{2p_2\xi (1-\zeta )} \underline{R}^{\epsilon ^{1-\zeta }}(z)}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2100.gif"/></alternatives></inline-formula> cannot be contained in <inline-formula id="IEq2101"><alternatives><mml:math><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2101_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_x^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2101.gif"/></alternatives></inline-formula>, which means that <inline-formula id="IEq2102"><alternatives><mml:math><mml:mrow><mml:msup><mml:munder><mml:mi>R</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>4</mml:mn></mml:mfrac><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>ξ</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mtext>diam</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msubsup><mml:mi>B</mml:mi><mml:mi>x</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≥</mml:mo><mml:mtext>diam</mml:mtext><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2102_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{R}^{\epsilon ^{1-\zeta }}(z) \ge \frac{1}{4} \epsilon ^{- p_2\xi (1-\zeta )} {\text {diam}}(B_x^\epsilon ) \ge {\text {diam}} \eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2102.gif"/></alternatives></inline-formula>. In other words, <inline-formula id="IEq2103"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msup><mml:munder><mml:mi>B</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2103_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x]) \subset \underline{B}^{\epsilon ^{1-\zeta }}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2103.gif"/></alternatives></inline-formula>. We also have <inline-formula id="IEq2104"><alternatives><mml:math><mml:mrow><mml:msup><mml:munder><mml:mi>B</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2104_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{B}^{\epsilon ^{1-\zeta }}(z) \subset U_3$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2104.gif"/></alternatives></inline-formula> by our above assumption. Since a <inline-formula id="IEq2105"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2105_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in \eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2105.gif"/></alternatives></inline-formula> with this property can be found for any <inline-formula id="IEq2106"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq2106_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2106.gif"/></alternatives></inline-formula>, we obtain the left inequality in (<xref rid="Equ104" ref-type="disp-formula">4.10</xref>).</p><p id="Par279">The bound (<xref rid="Equ105" ref-type="disp-formula">4.11</xref>) and its variants for <inline-formula id="IEq2107"><alternatives><mml:math><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2107_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2107.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2108"><alternatives><mml:math><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2108_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2108.gif"/></alternatives></inline-formula> is immediate from (<xref rid="Equ104" ref-type="disp-formula">4.10</xref>) and Proposition <xref rid="FPar70" ref-type="">4.3</xref>. The analogue of Theorem <xref rid="FPar4" ref-type="">1.4</xref> for <inline-formula id="IEq2109"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2109_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2109.gif"/></alternatives></inline-formula> is immediate from (<xref rid="Equ105" ref-type="disp-formula">4.11</xref>) and a union bound over dyadic values of <inline-formula id="IEq2110"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2110_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2110.gif"/></alternatives></inline-formula> (here we also need to use (<xref rid="Equ97" ref-type="disp-formula">4.3</xref>) and Lemma <xref rid="FPar68" ref-type="">4.2</xref> since <inline-formula id="IEq2111"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2111_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2111.gif"/></alternatives></inline-formula> is not monotone in <inline-formula id="IEq2112"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2112_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2112.gif"/></alternatives></inline-formula>). Similar statements hold for <inline-formula id="IEq2113"><alternatives><mml:math><mml:msubsup><mml:munder><mml:mi>D</mml:mi><mml:mo>̲</mml:mo></mml:munder><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2113_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\underline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2113.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2114"><alternatives><mml:math><mml:msubsup><mml:mover><mml:mi>D</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mi>h</mml:mi><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2114_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\overline{D}_h^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2114.gif"/></alternatives></inline-formula>. <inline-formula id="IEq2115"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq2115_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2115.gif"/></alternatives></inline-formula></p></sec></sec><sec id="Sec27"><title>Ball growth exponent for random planar maps</title><sec><p id="Par280">In order to study mated-CRT maps, we need to transfer the conclusion of Proposition <xref rid="FPar72" ref-type="">4.4</xref> from the case of a whole-plane GFF to the case of a <inline-formula id="IEq2116"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2116_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2116.gif"/></alternatives></inline-formula>-quantum cone. We restrict attention to balls contained in the unit disk to avoid technicalities related to our choice of embedding for the <inline-formula id="IEq2117"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2117_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2117.gif"/></alternatives></inline-formula>-quantum cone.</p></sec><sec id="FPar76"><title>Proposition 4.6</title><p id="Par281">Let <italic>h</italic> be the circle average embedding of a <inline-formula id="IEq2118"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2118_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2118.gif"/></alternatives></inline-formula>-quantum cone. For each <inline-formula id="IEq2119"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2119_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2119.gif"/></alternatives></inline-formula> and each <inline-formula id="IEq2120"><alternatives><mml:math><mml:mrow><mml:mi>ρ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2120_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\rho \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2120.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq2121"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2121_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2121.gif"/></alternatives></inline-formula> (at a rate depending on <inline-formula id="IEq2122"><alternatives><mml:math><mml:mi>ρ</mml:mi></mml:math><tex-math id="IEq2122_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\rho $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2122.gif"/></alternatives></inline-formula>, <inline-formula id="IEq2123"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq2123_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2123.gif"/></alternatives></inline-formula>, and <inline-formula id="IEq2124"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2124_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2124.gif"/></alternatives></inline-formula>) that<disp-formula id="Equ109"><label>4.15</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:munder><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">D</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ109_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} D_{h,\eta }^\epsilon \left( 0 , \partial B_\rho (0) \right) \ge \epsilon ^{-\frac{1}{d_\gamma +\zeta }} \quad {\text {and}} \quad \max _{z,w\in B_\rho (0) } D_{h,\eta }^\epsilon \left( z,w; {\mathbbm {D}} \right) \le \epsilon ^{-\frac{1}{d_\gamma -\zeta }} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ109.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar77"><title>Proof</title><p id="Par282">Recall that <inline-formula id="IEq2125"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">D</mml:mi></mml:msub></mml:math><tex-math id="IEq2125_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h|_{{\mathbbm {D}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2125.gif"/></alternatives></inline-formula> agrees in law with the corresponding restriction of a whole-plane GFF plus <inline-formula id="IEq2126"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>log</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mo>·</mml:mo><mml:msup><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2126_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \log (|\cdot |^{-1})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2126.gif"/></alternatives></inline-formula>, normalized so that its circle average over <inline-formula id="IEq2127"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi mathvariant="double-struck">D</mml:mi></mml:mrow></mml:math><tex-math id="IEq2127_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial {\mathbbm {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2127.gif"/></alternatives></inline-formula> is 0. Hence it is enough to prove the lemma with <italic>h</italic> replaced with a whole-plane GFF plus <inline-formula id="IEq2128"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>log</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mo>·</mml:mo><mml:msup><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2128_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \log (|\cdot |^{-1})$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2128.gif"/></alternatives></inline-formula>. We assume that this replacement has been made throughout the proof.</p><p id="Par283">The lower bound in (<xref rid="Equ109" ref-type="disp-formula">4.15</xref>) is immediate from Proposition <xref rid="FPar72" ref-type="">4.4</xref> for <inline-formula id="IEq2129"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2129_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2129.gif"/></alternatives></inline-formula> (applied with <inline-formula id="IEq2130"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>=</mml:mo><mml:mi>∂</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>ρ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2130_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$K = \partial B_{\rho /2}(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2130.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2131"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>ρ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2131_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$U = B_{\rho }(0)\setminus B_{\rho /4}(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2131.gif"/></alternatives></inline-formula>, say) since <inline-formula id="IEq2132"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mi mathvariant="double-struck">D</mml:mi><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>ρ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub></mml:math><tex-math id="IEq2132_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h|_{{\mathbbm {D}} \setminus B_{\rho /2}(0)}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2132.gif"/></alternatives></inline-formula> differs from the corresponding restriction of a whole-plane GFF by a deterministic, bounded function.</p><p id="Par284">To get the upper bound, we will bound the distance across dyadic annuli centered at 0, then sum over the annuli. Recall that <inline-formula id="IEq2133"><alternatives><mml:math><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2133_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h ,\eta }^{ \epsilon } $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2133.gif"/></alternatives></inline-formula> is the modified version of <inline-formula id="IEq2134"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2134_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2134.gif"/></alternatives></inline-formula> from Definition <xref rid="FPar67" ref-type="">4.1</xref>. For most of the argument we will use this distance instead of <inline-formula id="IEq2135"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2135_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h ,\eta }^{ \epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2135.gif"/></alternatives></inline-formula> since the former is monotone in <inline-formula id="IEq2136"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2136_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2136.gif"/></alternatives></inline-formula> (recall (<xref rid="Equ97" ref-type="disp-formula">4.3</xref>)). We will switch back to <inline-formula id="IEq2137"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2137_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2137.gif"/></alternatives></inline-formula> at the end by means of Lemma <xref rid="FPar68" ref-type="">4.2</xref>.</p><p id="Par285">Let <inline-formula id="IEq2138"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>∈</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2138_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }} \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2138.gif"/></alternatives></inline-formula> be a small parameter to be chosen later, in a manner depending only on <inline-formula id="IEq2139"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq2139_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2139.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2140"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2140_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2140.gif"/></alternatives></inline-formula>. Also fix <inline-formula id="IEq2141"><alternatives><mml:math><mml:mrow><mml:mi>r</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>ρ</mml:mi><mml:mo>∧</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ρ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2141_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$r \in (0, \rho \wedge ( 1-\rho ) )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2141.gif"/></alternatives></inline-formula>. For <inline-formula id="IEq2142"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="double-struck">N</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2142_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2142.gif"/></alternatives></inline-formula>, define the annulus <inline-formula id="IEq2143"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mi>ρ</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mi>ρ</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2143_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {A}}_n := B_{2^{-n} \rho }(0) \setminus B_{2^{-n-1}\rho }(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2143.gif"/></alternatives></inline-formula> and the slightly larger annulus <inline-formula id="IEq2144"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ρ</mml:mi><mml:mo>+</mml:mo><mml:mi>r</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ρ</mml:mi><mml:mo>-</mml:mo><mml:mi>r</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2144_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {A}}_n' := B_{2^{-n} (\rho +r) }(0) \setminus B_{2^{-n-1}(\rho -r) }(0) $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2144.gif"/></alternatives></inline-formula>. Define the re-scaled field/curve pair<disp-formula id="Equ110"><label>4.16</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mi>h</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>n</mml:mi></mml:msup><mml:mo>·</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mi>η</mml:mi><mml:mfenced close=")" open="("><mml:msubsup><mml:mi>T</mml:mi><mml:mi>n</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msubsup><mml:mo>·</mml:mo></mml:mfenced><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="1em"/><mml:msub><mml:mi>T</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>γ</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ110_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} h^n := h(2^n\cdot ) - h_{2^{-n}}(0) \quad {\text {and}} \quad \eta ^n := 2^{-n} \eta \left( T_n^{-1} \cdot \right) \quad \text {for} \quad T_n := 2^{(2+\gamma ^2/2) n} e^{\gamma h_{2^{-n}}(0)} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ110.gif" position="anchor"/></alternatives></disp-formula>Then <inline-formula id="IEq2145"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2145_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h^n,\eta ^n) \overset{d}{=}(h,\eta )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2145.gif"/></alternatives></inline-formula> (note that <inline-formula id="IEq2146"><alternatives><mml:math><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:math><tex-math id="IEq2146_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ^n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2146.gif"/></alternatives></inline-formula> is parametrized by <inline-formula id="IEq2147"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:msub></mml:math><tex-math id="IEq2147_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _{h^n}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2147.gif"/></alternatives></inline-formula>-mass by the <inline-formula id="IEq2148"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2148_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2148.gif"/></alternatives></inline-formula>-LQG coordinate change formula [<xref ref-type="bibr" rid="CR25">DS11</xref>, Proposition 2.1]). Furthermore, each segment <inline-formula id="IEq2149"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2149_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ^n([a,b])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2149.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2150"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>b</mml:mi><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2150_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0 &lt;b-a \le \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2150.gif"/></alternatives></inline-formula> is equal to the re-scaled segment <inline-formula id="IEq2151"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:msubsup><mml:mi>T</mml:mi><mml:mi>n</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msubsup><mml:mi>a</mml:mi><mml:mo>,</mml:mo><mml:msubsup><mml:mi>T</mml:mi><mml:mi>n</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msubsup><mml:mi>b</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2151_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-n} \eta ([T_n^{-1} a , T_n^{-1} b])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2151.gif"/></alternatives></inline-formula>. Therefore,<disp-formula id="Equ111"><label>4.17</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msubsup><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>n</mml:mi></mml:msup><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>n</mml:mi></mml:msup><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msubsup><mml:mi mathvariant="script">A</mml:mi><mml:mn>0</mml:mn><mml:mo>′</mml:mo></mml:msubsup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msubsup><mml:mi mathvariant="script">A</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ111_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\widetilde{D}}_{h,\eta }^\epsilon (z,w ; {\mathcal {A}}_n') = {\widetilde{D}}_{h^n,\eta ^n}^{T_n \epsilon }(2^n z , 2^n w ; {\mathcal {A}}_0') ,\quad \forall z,w \in {\mathcal {A}}_n' . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ111.gif" position="anchor"/></alternatives></disp-formula>By standard estimates for the <inline-formula id="IEq2152"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2152_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2152.gif"/></alternatives></inline-formula>-LQG measure (see, e.g., [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Lemma A.3]), we can find <inline-formula id="IEq2153"><alternatives><mml:math><mml:mrow><mml:mi>q</mml:mi><mml:mo>=</mml:mo><mml:mi>q</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2153_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$q = q(\gamma ) &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2153.gif"/></alternatives></inline-formula> such that with polynomially high probability as <inline-formula id="IEq2154"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2154_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2154.gif"/></alternatives></inline-formula>, we have <inline-formula id="IEq2155"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2155_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h(B_{2\epsilon ^q}(0)) \le \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2155.gif"/></alternatives></inline-formula>, which means that <inline-formula id="IEq2156"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2156_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{2\epsilon ^q}(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2156.gif"/></alternatives></inline-formula> does not contain any <inline-formula id="IEq2157"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2157_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2157.gif"/></alternatives></inline-formula>-LQG mass segment of <inline-formula id="IEq2158"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq2158_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2158.gif"/></alternatives></inline-formula>. It follows from [<xref ref-type="bibr" rid="CR34">GHM15</xref>, Proposition 3.4 and Remark 3.9] that with superpolynomially high probability as <inline-formula id="IEq2159"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2159_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2159.gif"/></alternatives></inline-formula>, the number of crossings of <inline-formula id="IEq2160"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2160_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{2\epsilon ^q}(0)\setminus B_{\epsilon ^q}(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2160.gif"/></alternatives></inline-formula> by <inline-formula id="IEq2161"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq2161_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2161.gif"/></alternatives></inline-formula> is at most <inline-formula id="IEq2162"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup></mml:math><tex-math id="IEq2162_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-{\widetilde{\zeta }}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2162.gif"/></alternatives></inline-formula>. Consequently, with polynomially high probability as <inline-formula id="IEq2163"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2163_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2163.gif"/></alternatives></inline-formula>, <inline-formula id="IEq2164"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2164_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{\epsilon ^q}(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2164.gif"/></alternatives></inline-formula> can be covered by at most <inline-formula id="IEq2165"><alternatives><mml:math><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup></mml:math><tex-math id="IEq2165_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^{-{\widetilde{\zeta }}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2165.gif"/></alternatives></inline-formula> segments of <inline-formula id="IEq2166"><alternatives><mml:math><mml:mi>η</mml:mi></mml:math><tex-math id="IEq2166_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2166.gif"/></alternatives></inline-formula> which are contained in <inline-formula id="IEq2167"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2167_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{2\epsilon ^q}(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2167.gif"/></alternatives></inline-formula> and hence <inline-formula id="IEq2168"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq2168_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2168.gif"/></alternatives></inline-formula>-mass at most <inline-formula id="IEq2169"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2169_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2169.gif"/></alternatives></inline-formula> and so<disp-formula id="Equ112"><label>4.18</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:munder><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:mi mathvariant="double-struck">D</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ112_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \max _{z,w\in B_{\epsilon ^q}(0)} {\widetilde{D}}_{h,\eta }^\epsilon \left( z,w ; {\mathbbm {D}} \right) \le \epsilon ^{-{\widetilde{\zeta }}} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ112.gif" position="anchor"/></alternatives></disp-formula>We will now estimate <inline-formula id="IEq2170"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msubsup><mml:mi mathvariant="script">A</mml:mi><mml:mn>0</mml:mn><mml:mo>′</mml:mo></mml:msubsup></mml:msub></mml:mrow></mml:math><tex-math id="IEq2170_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h^n,\eta ^n}^{T_n\epsilon } |_{{\mathcal {A}}_0'}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2170.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2171"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="double-struck">N</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2171_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2171.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2172"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2172_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-n}\ge \epsilon ^q$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2172.gif"/></alternatives></inline-formula>, then sum over all such <italic>n</italic>. For each such <italic>n</italic>, let <inline-formula id="IEq2173"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>E</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>=</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2173_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^n = E^n(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2173.gif"/></alternatives></inline-formula> be the event that<disp-formula id="Equ164"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mi>γ</mml:mi><mml:mo>log</mml:mo></mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mi>n</mml:mi></mml:msup><mml:mo>+</mml:mo><mml:mfrac><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>γ</mml:mi></mml:mfrac><mml:mo>log</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:munder><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo>;</mml:mo><mml:msubsup><mml:mi mathvariant="script">A</mml:mi><mml:mn>0</mml:mn><mml:mo>′</mml:mo></mml:msubsup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:mfrac></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ164_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} |h_{2^{-n}}(0)| \le \gamma \log 2^n + \frac{{\widetilde{\zeta }}}{ \gamma } \log \epsilon ^{-1} \quad {\text {and}} \quad \max _{z,w\in {\mathcal {A}}_0} {\widetilde{D}}_{h^n,\eta ^n}^{T_n \epsilon }(z,w ; {\mathcal {A}}_0') \le \epsilon ^{-\frac{1}{d_\gamma -\zeta /2}} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ164.gif" position="anchor"/></alternatives></disp-formula>The random variable <inline-formula id="IEq2174"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2174_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h_{2^{-n}}(0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2174.gif"/></alternatives></inline-formula> is centered Gaussian with mean <inline-formula id="IEq2175"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>log</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>n</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2175_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma \log 2^n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2175.gif"/></alternatives></inline-formula> and variance <inline-formula id="IEq2176"><alternatives><mml:math><mml:mrow><mml:mo>log</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>n</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2176_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\log 2^n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2176.gif"/></alternatives></inline-formula> [<xref ref-type="bibr" rid="CR25">DS11</xref>, Section 3.1], so the probability that the first condition in the definition of <inline-formula id="IEq2177"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:math><tex-math id="IEq2177_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2177.gif"/></alternatives></inline-formula> fails decays polynomially in <inline-formula id="IEq2178"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2178_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2178.gif"/></alternatives></inline-formula>, uniformly over all <inline-formula id="IEq2179"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math><tex-math id="IEq2179_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2179.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2180"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2180_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-n} \ge \epsilon ^q$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2180.gif"/></alternatives></inline-formula>. If <inline-formula id="IEq2181"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo></mml:mrow><mml:mfenced close=")" open="("><mml:mi>γ</mml:mi><mml:mo>+</mml:mo><mml:mfrac><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>γ</mml:mi></mml:mfrac></mml:mfenced><mml:mo>log</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mi>n</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2181_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|h_{2^{-n}}(0)| \le \left( \gamma + \frac{{\widetilde{\zeta }}}{ \gamma } \right) \log 2^n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2181.gif"/></alternatives></inline-formula>, then if <inline-formula id="IEq2182"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq2182_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2182.gif"/></alternatives></inline-formula> is chosen sufficiently small, in a manner depending only on <inline-formula id="IEq2183"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2183_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2183.gif"/></alternatives></inline-formula> we have (in the notation of (<xref rid="Equ110" ref-type="disp-formula">4.16</xref>)) <inline-formula id="IEq2184"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>≥</mml:mo><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:msup><mml:mi>γ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>-</mml:mo><mml:mi>γ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:msup><mml:mi>ϵ</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:msup></mml:mrow></mml:math><tex-math id="IEq2184_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$T_n \ge 2^{(2+\gamma ^2/2 - \gamma ) n} \epsilon ^{{\widetilde{\zeta }}} \ge \epsilon ^{{\widetilde{\zeta }}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2184.gif"/></alternatives></inline-formula>. Since <inline-formula id="IEq2185"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2185_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h^n,\eta ^n) \overset{d}{=}(h,\eta )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2185.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2186"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msubsup><mml:mi mathvariant="script">A</mml:mi><mml:mn>0</mml:mn><mml:mo>′</mml:mo></mml:msubsup></mml:msub></mml:math><tex-math id="IEq2186_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h|_{{\mathcal {A}}_0'}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2186.gif"/></alternatives></inline-formula> differs from the corresponding restriction of a whole-plane GFF by a deterministic function which is bounded independently of <inline-formula id="IEq2187"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2187_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2187.gif"/></alternatives></inline-formula> and <italic>n</italic>, we infer from Proposition <xref rid="FPar72" ref-type="">4.4</xref> and (<xref rid="Equ97" ref-type="disp-formula">4.3</xref>) (to compare <inline-formula id="IEq2188"><alternatives><mml:math><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mi>ϵ</mml:mi></mml:mrow></mml:msubsup></mml:math><tex-math id="IEq2188_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h^n,\eta ^n}^{T_n \epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2188.gif"/></alternatives></inline-formula> to <inline-formula id="IEq2189"><alternatives><mml:math><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow></mml:msup></mml:msubsup></mml:math><tex-math id="IEq2189_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h^n,\eta ^n}^{\epsilon ^{1 + {\widetilde{\zeta }}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2189.gif"/></alternatives></inline-formula>) that if <inline-formula id="IEq2190"><alternatives><mml:math><mml:mover accent="true"><mml:mi>ζ</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:math><tex-math id="IEq2190_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{\zeta }}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2190.gif"/></alternatives></inline-formula> is chosen sufficiently small, in a manner depending only on <inline-formula id="IEq2191"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2191_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2191.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2192"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq2192_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2192.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq2193"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:math><tex-math id="IEq2193_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2193.gif"/></alternatives></inline-formula> occurs with polynomially high probability as <inline-formula id="IEq2194"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2194_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2194.gif"/></alternatives></inline-formula>, uniformly over all <inline-formula id="IEq2195"><alternatives><mml:math><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:msub><mml:mi mathvariant="double-struck">N</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math><tex-math id="IEq2195_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$n\in {\mathbbm {N}}_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2195.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2196"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2196_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-n} \ge \epsilon ^q$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2196.gif"/></alternatives></inline-formula>. By a union bound over logarithmically many values of <italic>n</italic>, we see that with polynomially high probability as <inline-formula id="IEq2197"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2197_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2197.gif"/></alternatives></inline-formula>, <inline-formula id="IEq2198"><alternatives><mml:math><mml:msup><mml:mi>E</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:math><tex-math id="IEq2198_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E^n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2198.gif"/></alternatives></inline-formula> occurs for every such <italic>n</italic>. Combining this with (<xref rid="Equ111" ref-type="disp-formula">4.17</xref>) and (<xref rid="Equ112" ref-type="disp-formula">4.18</xref>), and summing over all <italic>n</italic> with <inline-formula id="IEq2199"><alternatives><mml:math><mml:mrow><mml:msup><mml:mn>2</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>≥</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>q</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2199_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$2^{-n}\ge \epsilon ^q$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2199.gif"/></alternatives></inline-formula>, we see that the upper bound in (<xref rid="Equ109" ref-type="disp-formula">4.15</xref>) holds with <inline-formula id="IEq2200"><alternatives><mml:math><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2200_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2200.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq2201"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2201_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2201.gif"/></alternatives></inline-formula> with polynomially high probability as <inline-formula id="IEq2202"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2202_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2202.gif"/></alternatives></inline-formula>. We then convert from <inline-formula id="IEq2203"><alternatives><mml:math><mml:msubsup><mml:mover accent="true"><mml:mi>D</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2203_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widetilde{D}}_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2203.gif"/></alternatives></inline-formula> to <inline-formula id="IEq2204"><alternatives><mml:math><mml:msubsup><mml:mi>D</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mo>,</mml:mo><mml:mi>η</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2204_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$D_{h,\eta }^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2204.gif"/></alternatives></inline-formula> by means of Lemma <xref rid="FPar68" ref-type="">4.2</xref>. <inline-formula id="IEq2205"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq2205_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2205.gif"/></alternatives></inline-formula></p></sec><sec><p id="Par286">As a consequence of Proposition <xref rid="FPar76" ref-type="">4.6</xref>, we obtain Theorem <xref rid="FPar6" ref-type="">1.6</xref> in the case of the mated-CRT map.</p></sec><sec id="FPar78"><title>Proposition 4.7</title><p id="Par287">Let <inline-formula id="IEq2206"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">G</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mn>1</mml:mn></mml:msup></mml:mrow></mml:math><tex-math id="IEq2206_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {G}} = {\mathcal {G}}^1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2206.gif"/></alternatives></inline-formula> be the <inline-formula id="IEq2207"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2207_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2207.gif"/></alternatives></inline-formula>-mated-CRT map with unit increment size. For each <inline-formula id="IEq2208"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2208_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2208.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq2209"><alternatives><mml:math><mml:mrow><mml:mi>r</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq2209_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$r \rightarrow \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2209.gif"/></alternatives></inline-formula> (at a rate depending only on <inline-formula id="IEq2210"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq2210_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2210.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2211"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2211_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2211.gif"/></alternatives></inline-formula>) that the volume of the metric ball of radius <italic>r</italic> satisfies<disp-formula id="Equ113"><label>4.19</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:mo>#</mml:mo><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mi>r</mml:mi><mml:mi mathvariant="script">G</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ113_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} r^{d_\gamma - \zeta } \le \#{\mathcal {B}}_r^{{\mathcal {G}}}(0) \le r^{d_\gamma + \zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ113.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar79"><title>Proof</title><p id="Par288">Recall that for <inline-formula id="IEq2212"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2212_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2212.gif"/></alternatives></inline-formula>, the mated-CRT map <inline-formula id="IEq2213"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2213_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2213.gif"/></alternatives></inline-formula> agrees in law with <inline-formula id="IEq2214"><alternatives><mml:math><mml:mi mathvariant="script">G</mml:mi></mml:math><tex-math id="IEq2214_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {G}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2214.gif"/></alternatives></inline-formula>. Furthermore, the map <inline-formula id="IEq2215"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi><mml:mo>∋</mml:mo><mml:mi>x</mml:mi><mml:mo>↦</mml:mo><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2215_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon {\mathbbm {Z}} \ni x \mapsto \eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2215.gif"/></alternatives></inline-formula> is a graph isomorphism from <inline-formula id="IEq2216"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:math><tex-math id="IEq2216_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {G}}^\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2216.gif"/></alternatives></inline-formula> to the adjacency graph of cells <inline-formula id="IEq2217"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2217_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2217.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2218"><alternatives><mml:math><mml:mrow><mml:mi>x</mml:mi><mml:mo>∈</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math><tex-math id="IEq2218_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$x\in \epsilon {\mathbbm {Z}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2218.gif"/></alternatives></inline-formula>. Proposition <xref rid="FPar76" ref-type="">4.6</xref> implies that for each <inline-formula id="IEq2219"><alternatives><mml:math><mml:mrow><mml:mi>ρ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2219_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\rho \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2219.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq2220"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2220_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2220.gif"/></alternatives></inline-formula> that<disp-formula id="Equ114"><label>4.20</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi>η</mml:mi><mml:mfenced close=")" open="("><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>⊂</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="1em"/><mml:mtext>and</mml:mtext><mml:mspace width="1em"/><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊃</mml:mo><mml:msup><mml:mi>η</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mfenced close=")" open="("><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ114_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \eta \left( {\mathcal {B}}_{\epsilon ^{-1/(d_\gamma +\zeta )} }^{{\mathcal {G}}^\epsilon }(0) \right) \subset B_\rho (0) \quad {\text {and}} \quad {\mathcal {B}}_{\epsilon ^{-1/(d_\gamma -\zeta )} }^{{\mathcal {G}}^\epsilon }(0) \supset \eta ^{-1}\left( B_\rho (0) \cap \eta (\epsilon {\mathbbm {Z}}) \right) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ114.gif" position="anchor"/></alternatives></disp-formula>Since <inline-formula id="IEq2221"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>h</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi mathvariant="double-struck">D</mml:mi></mml:msub></mml:math><tex-math id="IEq2221_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h|_{{\mathbbm {D}}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2221.gif"/></alternatives></inline-formula> agrees in law with the corresponding restriction of a whole-plane GFF plus <inline-formula id="IEq2222"><alternatives><mml:math><mml:mrow><mml:mi>γ</mml:mi><mml:mo>log</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mo>·</mml:mo><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math><tex-math id="IEq2222_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$ \gamma \log |\cdot |$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2222.gif"/></alternatives></inline-formula>, it is easily seen (see, e.g., [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Lemmas A.2 and A.3]) that <inline-formula id="IEq2223"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2223_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h(B_\rho (0) )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2223.gif"/></alternatives></inline-formula> has finite moments of all negative orders and a finite moment of some positive order, so by Markov’s inequality it holds with polynomially high probability as <inline-formula id="IEq2224"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2224_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2224.gif"/></alternatives></inline-formula> that <inline-formula id="IEq2225"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mi>ζ</mml:mi></mml:msup><mml:mo>≤</mml:mo><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq2225_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ^\zeta \le \mu _h\left( B_\rho (0) \right) \le \epsilon ^{-\zeta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2225.gif"/></alternatives></inline-formula>. Since the cells <inline-formula id="IEq2226"><alternatives><mml:math><mml:mrow><mml:mi>η</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2226_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\eta ([x-\epsilon ,x])$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2226.gif"/></alternatives></inline-formula> have <inline-formula id="IEq2227"><alternatives><mml:math><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub></mml:math><tex-math id="IEq2227_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2227.gif"/></alternatives></inline-formula>-mass <inline-formula id="IEq2228"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2228_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2228.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq2229"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2229_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon \rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2229.gif"/></alternatives></inline-formula> that<disp-formula id="Equ165"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:mo>#</mml:mo><mml:mfenced close=")" open="("><mml:msub><mml:mi>B</mml:mi><mml:mi>ρ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>∩</mml:mo><mml:mi>η</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mi mathvariant="double-struck">Z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>≤</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ165_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} \epsilon ^{-1+\zeta } \le \#\left( B_\rho (0) \cap \eta (\epsilon {\mathbbm {Z}}) \right) \le \epsilon ^{-1-\zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ165.gif" position="anchor"/></alternatives></disp-formula>Combining this with (<xref rid="Equ114" ref-type="disp-formula">4.20</xref>) (applied with <inline-formula id="IEq2230"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq2230_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon = r^{-d_\gamma -\zeta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2230.gif"/></alternatives></inline-formula> and with <inline-formula id="IEq2231"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq2231_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon = r^{-d_\gamma +\zeta }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2231.gif"/></alternatives></inline-formula>), possibly shrinking <inline-formula id="IEq2232"><alternatives><mml:math><mml:mi>ζ</mml:mi></mml:math><tex-math id="IEq2232_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\zeta $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2232.gif"/></alternatives></inline-formula>, and recalling that <inline-formula id="IEq2233"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">G</mml:mi></mml:mrow><mml:mi>ϵ</mml:mi></mml:msup><mml:mover><mml:mo>=</mml:mo><mml:mi>d</mml:mi></mml:mover><mml:mi mathvariant="script">G</mml:mi></mml:mrow></mml:math><tex-math id="IEq2233_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {G}}^\epsilon \overset{d}{=}{\mathcal {G}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2233.gif"/></alternatives></inline-formula> shows that (<xref rid="Equ113" ref-type="disp-formula">4.19</xref>) holds with polynomially high probability as <inline-formula id="IEq2234"><alternatives><mml:math><mml:mrow><mml:mi>r</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq2234_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$r \rightarrow \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2234.gif"/></alternatives></inline-formula>. <inline-formula id="IEq2235"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq2235_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2235.gif"/></alternatives></inline-formula></p></sec><sec id="FPar80"><title>Proof of Theorem 1.6</title><p id="Par289">The theorem statement in the case when <inline-formula id="IEq2236"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="script">M</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="script">G</mml:mi></mml:mrow></mml:math><tex-math id="IEq2236_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {M}} ={\mathcal {G}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2236.gif"/></alternatives></inline-formula> is a mated-CRT map follows from Proposition <xref rid="FPar78" ref-type="">4.7</xref> and a union bound over dyadic values of <italic>r</italic>. If <inline-formula id="IEq2237"><alternatives><mml:math><mml:mi mathvariant="script">M</mml:mi></mml:math><tex-math id="IEq2237_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
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				\begin{document}$${\mathcal {M}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2237.gif"/></alternatives></inline-formula> is one of the other planar maps listed above the theorem statement, let <inline-formula id="IEq2238"><alternatives><mml:math><mml:mi mathvariant="script">G</mml:mi></mml:math><tex-math id="IEq2238_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {G}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2238.gif"/></alternatives></inline-formula> be the mated-CRT map with the same value of <inline-formula id="IEq2239"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq2239_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2239.gif"/></alternatives></inline-formula> as <inline-formula id="IEq2240"><alternatives><mml:math><mml:mi mathvariant="script">M</mml:mi></mml:math><tex-math id="IEq2240_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {M}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2240.gif"/></alternatives></inline-formula>. Proposition <xref rid="FPar78" ref-type="">4.7</xref> together with the coupling results for <inline-formula id="IEq2241"><alternatives><mml:math><mml:mi mathvariant="script">M</mml:mi></mml:math><tex-math id="IEq2241_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {M}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2241.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2242"><alternatives><mml:math><mml:mi mathvariant="script">G</mml:mi></mml:math><tex-math id="IEq2242_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {G}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2242.gif"/></alternatives></inline-formula> established in [<xref ref-type="bibr" rid="CR37">GHS17</xref>] (see in particular [<xref ref-type="bibr" rid="CR38">GHS19</xref>, Theorem 1.5 and Lemma 1.12]) shows that for each <inline-formula id="IEq2243"><alternatives><mml:math><mml:mrow><mml:mi>ζ</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2243_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\zeta \in (0,1)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2243.gif"/></alternatives></inline-formula>, it holds with polynomially high probability as <inline-formula id="IEq2244"><alternatives><mml:math><mml:mrow><mml:mi>r</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq2244_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$r \rightarrow \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2244.gif"/></alternatives></inline-formula> that<disp-formula id="Equ115"><label>4.21</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>≤</mml:mo><mml:mo>#</mml:mo><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mi>r</mml:mi><mml:mi mathvariant="script">M</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi>ζ</mml:mi></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ115_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\begin{aligned} r^{d_\gamma - \zeta } \le \#{\mathcal {B}}_r^{{\mathcal {M}}}(0) \le r^{d_\gamma + \zeta } . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ115.gif" position="anchor"/></alternatives></disp-formula>We now conclude as above by means of a union bound over dyadic values of <italic>r</italic>. <inline-formula id="IEq2245"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq2245_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2245.gif"/></alternatives></inline-formula></p></sec></sec></sec></body><back><ack><title>Acknowledgements</title><p>We thank an anonymous referee for helpful comments on an earlier version of this paper. We thank Subhajit Goswami, Nina Holden, Josh Pfeffer, and Xin Sun for helpful discussions. J. Ding was supported in part by the NSF Grant DMS-1757479 and an Alfred Sloan fellowship.</p></ack><ref-list id="Bib1"><title>References</title><ref-list><ref id="CR1"><label>[AB14]</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ambjørn</surname><given-names>J</given-names></name><name><surname>Budd</surname><given-names>TG</given-names></name></person-group><article-title xml:lang="en">Geodesic distances in Liouville quantum gravity</article-title><source>Nucl. Phys. 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Stat.</source><year>2010</year><volume>46</volume><issue>3</issue><fpage>740</fpage><lpage>759</lpage></mixed-citation></ref></ref-list></ref-list><app-group><app id="App1"><sec id="Sec28"><title>Proof of Lemma <xref rid="FPar23" ref-type="">3.1</xref></title><sec><p id="Par290">We will compare <inline-formula id="IEq2246"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq2246_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2246.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2247"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:math><tex-math id="IEq2247_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2247.gif"/></alternatives></inline-formula>, and then <inline-formula id="IEq2248"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq2248_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2248.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2249"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq2249_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2249.gif"/></alternatives></inline-formula>. The comparison of <inline-formula id="IEq2250"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:math><tex-math id="IEq2250_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2250.gif"/></alternatives></inline-formula> and <italic>h</italic> follows from Lemma <xref rid="FPar8" ref-type="">2.1</xref>.</p></sec><sec id="FPar81"><title>Lemma A.1</title><p id="Par291">If <inline-formula id="IEq2251"><alternatives><mml:math><mml:mrow><mml:mi>U</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq2251_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$U\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2251.gif"/></alternatives></inline-formula> is a bounded Jordan domain then we can couple <inline-formula id="IEq2252"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq2252_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2252.gif"/></alternatives></inline-formula> with the zero-boundary GFF <inline-formula id="IEq2253"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:math><tex-math id="IEq2253_TeX">\documentclass[12pt]{minimal}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2253.gif"/></alternatives></inline-formula> on <italic>U</italic> in such a way that the following is true. If we let <italic>K</italic> be the set of points in <italic>U</italic> which lie at distance at least <inline-formula id="IEq2254"><alternatives><mml:math><mml:mfrac><mml:mn>1</mml:mn><mml:mn>10</mml:mn></mml:mfrac></mml:math><tex-math id="IEq2254_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{1}{10}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2254.gif"/></alternatives></inline-formula> from <inline-formula id="IEq2255"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq2255_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2255.gif"/></alternatives></inline-formula>, then <inline-formula id="IEq2256"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>h</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi>K</mml:mi></mml:msub></mml:mrow></mml:math><tex-math id="IEq2256_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h - {\widehat{h}}^{\mathrm {tr}})|_K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2256.gif"/></alternatives></inline-formula> a.s. admits a modification which is a continuous Gaussian random function and there are constants <inline-formula id="IEq2257"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2257_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c_0,c_1 &gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2257.gif"/></alternatives></inline-formula> depending only on <italic>U</italic> such that for <inline-formula id="IEq2258"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq2258_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$A&gt;1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2258.gif"/></alternatives></inline-formula>,<disp-formula id="Equ116"><label>A.1</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mi>A</mml:mi></mml:mfenced><mml:mo>≥</mml:mo><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mi>A</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ116_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \max _{z\in K} |(h^U - {\widehat{h}}^{\mathrm {tr}})(z)| \le A \right] \ge 1 - c_0 e^{-c_1 A^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ116.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar82"><title>Proof</title><p id="Par292">Recall the white noise <italic>W</italic> used to define <inline-formula id="IEq2259"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq2259_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2259.gif"/></alternatives></inline-formula> in (<xref rid="Equ40" ref-type="disp-formula">3.3</xref>) and for <inline-formula id="IEq2260"><alternatives><mml:math><mml:mrow><mml:mn>0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>t</mml:mi><mml:mo>&lt;</mml:mo><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mo>≤</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq2260_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$0&lt; t &lt; {\widetilde{t}} \le \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2260.gif"/></alternatives></inline-formula>, let<disp-formula id="Equ117"><label>A.2</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msubsup><mml:mi>h</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mi>U</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msqrt><mml:mi>π</mml:mi></mml:msqrt><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>t</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:msubsup><mml:msub><mml:mi>p</mml:mi><mml:mi>U</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>W</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ117_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} h^U_{t,{\widetilde{t}}}(z) := \sqrt{\pi }\int _{t^2}^{{\widetilde{t}}^2} p_U(s/2; z,w) \, W(dw,ds) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ117.gif" position="anchor"/></alternatives></disp-formula>It is easily checked using the Kolmogorov continuity criterion that <inline-formula id="IEq2261"><alternatives><mml:math><mml:msubsup><mml:mi>h</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>∞</mml:mi></mml:mrow><mml:mi>U</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2261_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^U_{t,\infty }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2261.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2262"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2262_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t&gt;0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2262.gif"/></alternatives></inline-formula> a.s. admits a continuous modification. Furthermore, the distributional limit <inline-formula id="IEq2263"><alternatives><mml:math><mml:mrow><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>t</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msubsup><mml:mi>h</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>∞</mml:mi></mml:mrow><mml:mi>U</mml:mi></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq2263_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^U := \lim _{t\rightarrow 0} h^U_{t,\infty }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2263.gif"/></alternatives></inline-formula> is the zero-boundary GFF on <italic>U</italic> [<xref ref-type="bibr" rid="CR68">RV14a</xref>, Lemma 5.4]. This gives a coupling of <inline-formula id="IEq2264"><alternatives><mml:math><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup></mml:math><tex-math id="IEq2264_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$h^U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2264.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2265"><alternatives><mml:math><mml:msub><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msubsup><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup><mml:mo stretchy="false">}</mml:mo></mml:mrow><mml:mrow><mml:mi>t</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub></mml:math><tex-math id="IEq2265_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{{\widehat{h}}_t^{\mathrm {tr}}\}_{t \in [0,1]}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2265.gif"/></alternatives></inline-formula>.</p><p id="Par293">Set <inline-formula id="IEq2266"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msubsup><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>U</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msubsup><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msubsup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2266_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f_t(z) := {\widehat{h}}_{t,1}^U(z ) - {\widehat{h}}_t^{\mathrm {tr}}(z )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2266.gif"/></alternatives></inline-formula>, so that<disp-formula id="Equ166"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msqrt><mml:mi>π</mml:mi></mml:msqrt><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>W</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="1em"/><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mi>U</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ166_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;f_t(z) = \sqrt{\pi }\int _{t^2}^1 \int _U q_s(z,w) \,W(dw,ds) \\&amp;\quad {\text {for}} \quad q_s(z,w) := p_U(s/2 ;z ,w) - p_{B_{1/10}(z )}(s/2 ; z ,w) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ166.gif" position="anchor"/></alternatives></disp-formula>Since Brownian motion started from <italic>z</italic> is extremely unlikely to travel distance further than <inline-formula id="IEq2267"><alternatives><mml:math><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mn>10</mml:mn></mml:mfrac><mml:mo>∧</mml:mo><mml:mtext>dist</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>∂</mml:mi><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2267_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{1}{10} \wedge {\text {dist}}(z,\partial U)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2267.gif"/></alternatives></inline-formula> before time <italic>t</italic> when <italic>t</italic> is small, <inline-formula id="IEq2268"><alternatives><mml:math><mml:mrow><mml:mtext>Var</mml:mtext><mml:msub><mml:mi>f</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi></mml:mrow></mml:math><tex-math id="IEq2268_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\text {Var}} f_t(z) = \int _{t^2}^1 \int _U q_s(z,w) \,dw\,ds$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2268.gif"/></alternatives></inline-formula> converges as <inline-formula id="IEq2269"><alternatives><mml:math><mml:mrow><mml:mi>t</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2269_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$t\rightarrow 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2269.gif"/></alternatives></inline-formula> for each fixed <inline-formula id="IEq2270"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq2270_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2270.gif"/></alternatives></inline-formula>. This shows that the function <inline-formula id="IEq2271"><alternatives><mml:math><mml:mrow><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mo movablelimits="true">lim</mml:mo><mml:mrow><mml:mi>t</mml:mi><mml:mo stretchy="false">→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>f</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2271_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f(z) := \lim _{t\rightarrow 0} f_t(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2271.gif"/></alternatives></inline-formula> is a.s. defined for Lebesgue-a.e. <inline-formula id="IEq2272"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq2272_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z \in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2272.gif"/></alternatives></inline-formula> and is Gaussian with covariances<disp-formula id="Equ118"><label>A.3</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mtext>Cov</mml:mtext><mml:mfenced close=")" open="("><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mi>π</mml:mi><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mo>∀</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ118_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\text {Cov}} \left( f (z_1) , f(z_2) \right) = \pi \int _0^1 \int _{U} q_s(z_1,w) q_s(z_2,w) \,dw \, ds , \quad \forall z_1,z_2 \in U . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ118.gif" position="anchor"/></alternatives></disp-formula>To show that <inline-formula id="IEq2273"><alternatives><mml:math><mml:msub><mml:mrow><mml:mi>f</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi>K</mml:mi></mml:msub></mml:math><tex-math id="IEq2273_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$f|_K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2273.gif"/></alternatives></inline-formula> admits a continuous modification, we will show that<disp-formula id="Equ119"><label>A.4</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mtext>Var</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⪯</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="1em"/><mml:mtext>uniformly over all</mml:mtext><mml:mspace width="3.33333pt"/><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>∈</mml:mo><mml:mi>K</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ119_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\text {Var}}(f(z_1) - f(z_2)) \preceq |z_1-z_2| ,\quad \text {uniformly over all}~ z_1,z_2 \in K. \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ119.gif" position="anchor"/></alternatives></disp-formula>Since <italic>f</italic> is Gaussian, this together with the Kolmogorov continuity criterion will show that a.s. <italic>f</italic> is locally Hölder continuous with any exponent less than 1 / 2. This shows that <inline-formula id="IEq2274"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mi>K</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>∞</mml:mi></mml:mrow><mml:mi>U</mml:mi></mml:msubsup><mml:mo>+</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:math><tex-math id="IEq2274_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(h^U - {\widehat{h}}^{\mathrm {tr}})|_K = {\widehat{h}}^U_{1,\infty } + f$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2274.gif"/></alternatives></inline-formula> a.s. admits a continuous modification. Furthermore, since <italic>K</italic> is compact a.s. <inline-formula id="IEq2275"><alternatives><mml:math><mml:mrow><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>&lt;</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq2275_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\max _{z\in K} |(h^U - {\widehat{h}}^{\mathrm {tr}})(z) | &lt;\infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2275.gif"/></alternatives></inline-formula> so the Borell-TIS inequality [<xref ref-type="bibr" rid="CR14">Bor75</xref>, <xref ref-type="bibr" rid="CR71">SCs74</xref>] (see, e.g., [<xref ref-type="bibr" rid="CR7">AT07</xref>, Theorem 2.1.1]) shows that <inline-formula id="IEq2276"><alternatives><mml:math><mml:mrow><mml:mi mathvariant="double-struck">E</mml:mi><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>h</mml:mi><mml:mi>U</mml:mi></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo stretchy="false">]</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math><tex-math id="IEq2276_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mathbbm {E}[\max _{z\in K} |(h^U - {\widehat{h}}^{\mathrm {tr}})(z) |] &lt; \infty $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2276.gif"/></alternatives></inline-formula> and that (<xref rid="Equ116" ref-type="disp-formula">A.1</xref>) holds for an appropriate choice of <inline-formula id="IEq2277"><alternatives><mml:math><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:math><tex-math id="IEq2277_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c_0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2277.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2278"><alternatives><mml:math><mml:msub><mml:mi>c</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math><tex-math id="IEq2278_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$c_1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2278.gif"/></alternatives></inline-formula>.</p><p id="Par294">It remains only to prove (<xref rid="Equ119" ref-type="disp-formula">A.4</xref>). This is done by an elementary but somewhat tedious calculation. By translating and rotating <italic>U</italic>, it suffices prove (<xref rid="Equ119" ref-type="disp-formula">A.4</xref>) in the case when <italic>U</italic> is such that <inline-formula id="IEq2279"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:math><tex-math id="IEq2279_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ,-\epsilon \in K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2279.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2280"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2280_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_1 = \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2280.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2281"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2281_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z_2 = -\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2281.gif"/></alternatives></inline-formula>, with the implicit constant depending only on the size and shape of <italic>U</italic>. Here and throughout the proof, we identify <inline-formula id="IEq2282"><alternatives><mml:math><mml:mi mathvariant="double-struck">C</mml:mi></mml:math><tex-math id="IEq2282_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2282.gif"/></alternatives></inline-formula> with <inline-formula id="IEq2283"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="double-struck">R</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:math><tex-math id="IEq2283_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathbbm {R}}^2$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2283.gif"/></alternatives></inline-formula>, so <inline-formula id="IEq2284"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq2284_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon ,-\epsilon \in {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2284.gif"/></alternatives></inline-formula> correspond to the points <inline-formula id="IEq2285"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2285_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(\epsilon ,0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2285.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2286"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><tex-math id="IEq2286_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(-\epsilon ,0)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2286.gif"/></alternatives></inline-formula>. Using (<xref rid="Equ118" ref-type="disp-formula">A.3</xref>), we find that<disp-formula id="Equ120"><label>A.5</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mtext>Var</mml:mtext><mml:mfenced close=")" open="("><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>-</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mfenced><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mtext>Var</mml:mtext><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mtext>Var</mml:mtext><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:mtext>Cov</mml:mtext><mml:mo stretchy="false">(</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>0</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow/><mml:mo>=</mml:mo><mml:mspace width="0.166667em"/></mml:mrow></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mi>π</mml:mi><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ120_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} {\text {Var}}\left( f(\epsilon ) - f(-\epsilon ) \right) =&amp;{\text {Var}} f(\epsilon ) + {\text {Var}} f(-\epsilon ) - 2{\text {Cov}}(f(\epsilon ) , f(0) ) \nonumber \\ =\,&amp;\pi \int _0^1 \int _{U} q_s(w,\epsilon )^2 + q_s(w,-\epsilon )^2 \nonumber \\&amp;- 2q_s(w,\epsilon )q_s(w,-\epsilon ) \,dw \, ds . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ120.gif" position="anchor"/></alternatives></disp-formula>Since <inline-formula id="IEq2287"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:mi>p</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2287_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|q_s(z,w)| \le 2 p(s/2;z,w)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2287.gif"/></alternatives></inline-formula>, it is clear that <inline-formula id="IEq2288"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn>0</mml:mn><mml:mi>ϵ</mml:mi></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2288_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\int _0^\epsilon \int _{U} q_s(w,\epsilon )^2 + q_s(w,-\epsilon )^2 - 2q_s(w,\epsilon )q_s(w,-\epsilon ) \,dw \, ds = O_\epsilon (\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2288.gif"/></alternatives></inline-formula>. We therefore only need to bound the integral from <inline-formula id="IEq2289"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2289_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2289.gif"/></alternatives></inline-formula> to 1.</p><p id="Par295">If <inline-formula id="IEq2290"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mi>z</mml:mi></mml:msup></mml:math><tex-math id="IEq2290_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}^z$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2290.gif"/></alternatives></inline-formula> denotes a standard planar Brownian motion started from <italic>z</italic>, then the law of <inline-formula id="IEq2291"><alternatives><mml:math><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow><mml:mi>z</mml:mi></mml:msubsup></mml:math><tex-math id="IEq2291_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}_{s/2}^z$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2291.gif"/></alternatives></inline-formula> is <inline-formula id="IEq2292"><alternatives><mml:math><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:mi>s</mml:mi></mml:mrow></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">/</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi></mml:mrow></mml:math><tex-math id="IEq2292_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{1}{ \pi s} e^{ - |w|^2 /s } \,dw$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2292.gif"/></alternatives></inline-formula> and the conditional law of <inline-formula id="IEq2293"><alternatives><mml:math><mml:mrow><mml:msup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mi>z</mml:mi></mml:msup><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq2293_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}^z|_{[0,s]}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2293.gif"/></alternatives></inline-formula> given <inline-formula id="IEq2294"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msubsup><mml:mi mathvariant="script">B</mml:mi><mml:mi>s</mml:mi><mml:mi>z</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:math><tex-math id="IEq2294_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\{{\mathcal {B}}_s^z = w\}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2294.gif"/></alternatives></inline-formula> is that of a Brownian bridge from <italic>z</italic> to <italic>w</italic> in time <italic>s</italic> / 2. Hence, if <inline-formula id="IEq2295"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msup></mml:math><tex-math id="IEq2295_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}^{s,z,w}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2295.gif"/></alternatives></inline-formula> denotes such a Brownian bridge, then<disp-formula id="Equ121"><label>A.6</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mi>U</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo>;</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:mi>s</mml:mi></mml:mrow></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo>-</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:mi>U</mml:mi></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ121_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} p_U(s/2 ;z,w) = \frac{1}{ \pi s} e^{ - \frac{1}{s} |w-z|^2 } {\mathbbm {P}}\left[ {\mathcal {B}}^{s,z,w}([0,s/2]) \subset U \right] . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ121.gif" position="anchor"/></alternatives></disp-formula>By (<xref rid="Equ121" ref-type="disp-formula">A.6</xref>) (applied for <italic>U</italic> and with <inline-formula id="IEq2296"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2296_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{1/10}(z)$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2296.gif"/></alternatives></inline-formula> in place of <italic>U</italic>) we see that for <inline-formula id="IEq2297"><alternatives><mml:math><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:math><tex-math id="IEq2297_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$z\in K$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2297.gif"/></alternatives></inline-formula>,<disp-formula id="Equ122"><label>A.7</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:mi>s</mml:mi></mml:mrow></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo>-</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mtext>for</mml:mtext><mml:mspace width="0.166667em"/><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>:</mml:mo><mml:mo>=</mml:mo><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:msup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:mspace width="0.166667em"/><mml:mtext>exits</mml:mtext><mml:mspace width="3.33333pt"/><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="3.33333pt"/><mml:mtext>but not</mml:mtext><mml:mspace width="3.33333pt"/><mml:mi>U</mml:mi><mml:mspace width="3.33333pt"/><mml:mtext>before time</mml:mtext><mml:mspace width="3.33333pt"/><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ122_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;q_s(z,w) = \frac{1}{ \pi s} e^{ - \frac{1}{s} |w-z|^2 } {\widetilde{q}}_s(z,w) ,\nonumber \\&amp;\quad \text {for} \, {\widetilde{q}}_s(z,w) := {\mathbbm {P}}\left[ {\mathcal {B}}^{s,z,w} \, \text {exits}~ B_{1/10}(z)~ \text {but not}~ U~ \text {before time}~ s/2\right] . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ122.gif" position="anchor"/></alternatives></disp-formula>Plugging (<xref rid="Equ122" ref-type="disp-formula">A.7</xref>) into (<xref rid="Equ120" ref-type="disp-formula">A.5</xref>) shows that<disp-formula id="Equ123"><label>A.8</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:mi>π</mml:mi><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>=</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:msup><mml:mi>s</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mfenced open="("><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo>+</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="2em"/><mml:mfenced close=")"><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:msup><mml:mrow><mml:mo>+</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo>+</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>=</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:msup><mml:mi>s</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mfenced open="("><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mi>s</mml:mi></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mi>s</mml:mi></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="2em"/><mml:mfenced close=")"><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ123_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;\pi \int _{\epsilon }^1 \int _{U} q_s(w,\epsilon )^2 + q_s(w,-\epsilon )^2 - 2q_s(w,\epsilon )q_s(w,-\epsilon ) \,dw \, ds \nonumber \\&amp;\quad = \int _{\epsilon }^1 \int _{U} \frac{1}{\pi s^2} \left( e^{ - \frac{2}{s} |w-\epsilon |^2 } {\widetilde{q}}_s(w,\epsilon )^2 + e^{ - \frac{2}{s} |w+\epsilon |^2 } {\widetilde{q}}_s(w,-\epsilon )^2 \right. \nonumber \\&amp;\qquad \left. - 2 e^{-\frac{1}{s} (|w-\epsilon |^2 + |w+\epsilon |^2)}{\widetilde{q}}_s(w,\epsilon ){\widetilde{q}}_s(w,-\epsilon ) \right) \,dw \, ds \nonumber \\&amp;\quad = \int _{\epsilon }^1 \int _{U} \frac{1}{\pi s^2} e^{-\frac{2}{s} (|w|^2 + \epsilon ^2)} \left( e^{ - \frac{\epsilon }{s} {\text {Re}}w } {\widetilde{q}}_s(w,\epsilon )^2 + e^{ \frac{\epsilon }{s} {\text {Re}}w } {\widetilde{q}}_s(w,-\epsilon )^2 \right. \nonumber \\&amp;\qquad \left. - 2 {\widetilde{q}}_s(w,\epsilon ){\widetilde{q}}_s(w,-\epsilon ) \right) \,dw \, ds . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ123.gif" position="anchor"/></alternatives></disp-formula>To bound this last integrand, we couple the Brownian bridges from (<xref rid="Equ122" ref-type="disp-formula">A.7</xref>) for <inline-formula id="IEq2298"><alternatives><mml:math><mml:mrow><mml:mi>s</mml:mi><mml:mo>=</mml:mo><mml:mo>±</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2298_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$s=\pm \epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2298.gif"/></alternatives></inline-formula> in such a way that <inline-formula id="IEq2299"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mi>u</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msubsup><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="script">B</mml:mi><mml:mi>u</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mi>u</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:mfrac><mml:msub><mml:mi mathvariant="script">B</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mi>u</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2299_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}^{s,\epsilon ,w}_u = {\mathcal {B}}_u - \frac{2u}{s} {\mathcal {B}}_{s/2} + \epsilon + \frac{2u}{s}(w - \epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2299.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2300"><alternatives><mml:math><mml:mrow><mml:msubsup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mi>u</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msubsup><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="script">B</mml:mi><mml:mi>u</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mi>u</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:mfrac><mml:msub><mml:mi mathvariant="script">B</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo stretchy="false">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mi>u</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>+</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2300_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}^{s, -\epsilon ,w}_u = {\mathcal {B}}_u - \frac{2u}{s} {\mathcal {B}}_{s/2} - \epsilon + \frac{2u}{s}(w + \epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2300.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2301"><alternatives><mml:math><mml:mi mathvariant="script">B</mml:mi></mml:math><tex-math id="IEq2301_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2301.gif"/></alternatives></inline-formula> a standard linear Brownian motion on [0, <italic>s</italic> / 2]. Then<disp-formula id="Equ167"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msubsup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mi>u</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mi>u</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>=</mml:mo><mml:mn>2</mml:mn></mml:mrow><mml:mfenced close=")" open="("><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mi>u</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:mfrac></mml:mfenced><mml:mi>ϵ</mml:mi><mml:mo>≤</mml:mo><mml:mn>2</mml:mn><mml:mi>ϵ</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ167_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} | {\mathcal {B}}^{s,\epsilon ,w}_u - {\mathcal {B}}^{s,-\epsilon ,w}_u | = 2\left( 1 - \frac{2 u}{s} \right) \epsilon \le 2\epsilon . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ167.gif" position="anchor"/></alternatives></disp-formula>Let <inline-formula id="IEq2302"><alternatives><mml:math><mml:msub><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msub></mml:math><tex-math id="IEq2302_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_{\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2302.gif"/></alternatives></inline-formula> be the event that <inline-formula id="IEq2303"><alternatives><mml:math><mml:msup><mml:mi>B</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msup></mml:math><tex-math id="IEq2303_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B^{s,\epsilon ,w}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2303.gif"/></alternatives></inline-formula> exits <inline-formula id="IEq2304"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2304_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{1/10}(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2304.gif"/></alternatives></inline-formula> but not <italic>U</italic> before time <italic>s</italic> / 2, and define <inline-formula id="IEq2305"><alternatives><mml:math><mml:msub><mml:mi>E</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:msub></mml:math><tex-math id="IEq2305_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_{-\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2305.gif"/></alternatives></inline-formula> similarly with <inline-formula id="IEq2306"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2306_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$-\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2306.gif"/></alternatives></inline-formula> in place of <inline-formula id="IEq2307"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2307_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2307.gif"/></alternatives></inline-formula>. Then on <inline-formula id="IEq2308"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mo lspace="0.15em" rspace="0.15em" stretchy="false">\</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math><tex-math id="IEq2308_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$E_{\epsilon }\setminus E_{-\epsilon }$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2308.gif"/></alternatives></inline-formula>, either <inline-formula id="IEq2309"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msup></mml:math><tex-math id="IEq2309_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}^{s,\epsilon ,w}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2309.gif"/></alternatives></inline-formula> exits <inline-formula id="IEq2310"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2310_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{1/10}(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2310.gif"/></alternatives></inline-formula> without exiting <inline-formula id="IEq2311"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>10</mml:mn><mml:mo>+</mml:mo><mml:mn>4</mml:mn><mml:mi>ϵ</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2311_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$B_{1/10+4\epsilon }(\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2311.gif"/></alternatives></inline-formula> or <inline-formula id="IEq2312"><alternatives><mml:math><mml:msup><mml:mrow><mml:mi mathvariant="script">B</mml:mi></mml:mrow><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:msup></mml:math><tex-math id="IEq2312_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {B}}^{s,\epsilon ,w}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2312.gif"/></alternatives></inline-formula> enters the <inline-formula id="IEq2313"><alternatives><mml:math><mml:mrow><mml:mn>4</mml:mn><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2313_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$4\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2313.gif"/></alternatives></inline-formula>-neighborhood of <inline-formula id="IEq2314"><alternatives><mml:math><mml:mrow><mml:mi>∂</mml:mi><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq2314_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\partial U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2314.gif"/></alternatives></inline-formula> without exiting <italic>U</italic>. The probability that it does so is of order <inline-formula id="IEq2315"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2315_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_\epsilon (\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2315.gif"/></alternatives></inline-formula>, uniformly over <inline-formula id="IEq2316"><alternatives><mml:math><mml:mrow><mml:mi>w</mml:mi><mml:mo>∈</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math><tex-math id="IEq2316_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$w \in U$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2316.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2317"><alternatives><mml:math><mml:mrow><mml:mi>s</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2317_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$s &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2317.gif"/></alternatives></inline-formula>. A similar statement holds with the roles of <inline-formula id="IEq2318"><alternatives><mml:math><mml:mi>ϵ</mml:mi></mml:math><tex-math id="IEq2318_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2318.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2319"><alternatives><mml:math><mml:mrow><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2319_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$-\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2319.gif"/></alternatives></inline-formula> reversed. Therefore,<disp-formula id="Equ168"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>=</mml:mo></mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ168_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned} | {\widetilde{q}}_s(w,\epsilon ) - {\widetilde{q}}_s(w,-\epsilon ) | = O_\epsilon (\epsilon ) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ168.gif" position="anchor"/></alternatives></disp-formula>Plugging this last bound into (<xref rid="Equ123" ref-type="disp-formula">A.8</xref>) and recalling (<xref rid="Equ120" ref-type="disp-formula">A.5</xref>) and the sentence just after, we get<disp-formula id="Equ124"><label>A.9</label><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:mtext>Var</mml:mtext><mml:mfenced close=")" open="("><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>-</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>≤</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mrow><mml:mi>ϵ</mml:mi></mml:mrow><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mrow><mml:mi>π</mml:mi><mml:msup><mml:mi>s</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mfenced open="("><mml:mfrac><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mi>s</mml:mi></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup></mml:mfrac><mml:mo>+</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mi>s</mml:mi></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:mfenced close=")" open="("><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfenced></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="2em"/><mml:mfenced close=")"><mml:mo>-</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfenced><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ124_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;{\text {Var}}\left( f (\epsilon ) - f(-\epsilon ) \right) \nonumber \\&amp;\quad \le \int _{\epsilon }^1 \int _{U} \frac{ e^{-\frac{2}{s} (|w|^2 + \epsilon ^2)}}{ \pi s^2} \left( \frac{ {\widetilde{q}}_s(w,\epsilon )^2 }{ e^{ \frac{\epsilon }{s} {\text {Re}}w } } + e^{ \frac{\epsilon }{s} {\text {Re}}w } \left( {\widetilde{q}}_s(w, \epsilon )^2 + O_\epsilon (\epsilon ) \right) \right. \nonumber \\&amp;\qquad \left. - 2 {\widetilde{q}}_s(w,\epsilon )^2 \right) \,dw \, ds + O_\epsilon (\epsilon ) . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ124.gif" position="anchor"/></alternatives></disp-formula>For <inline-formula id="IEq2320"><alternatives><mml:math><mml:mrow><mml:mi>s</mml:mi><mml:mo>∈</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq2320_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$s\in [\epsilon ,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2320.gif"/></alternatives></inline-formula>, we have that <inline-formula id="IEq2321"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mi>ϵ</mml:mi><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>≤</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math><tex-math id="IEq2321_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|(1/s) \epsilon {\text {Re}}w| \le |w|$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2321.gif"/></alternatives></inline-formula> and the integral of <inline-formula id="IEq2322"><alternatives><mml:math><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:msup><mml:mi>s</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:mrow></mml:msup></mml:mrow></mml:math><tex-math id="IEq2322_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\frac{1}{\pi s^2} e^{-\frac{2}{s} |w|^2 + \frac{1}{s} |w|}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2322.gif"/></alternatives></inline-formula> over <inline-formula id="IEq2323"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>∈</mml:mo><mml:mi>U</mml:mi><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mi>ϵ</mml:mi><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq2323_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$(w,s) \in U\times [\epsilon ,1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2323.gif"/></alternatives></inline-formula> is finite. This allows us to move the <inline-formula id="IEq2324"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2324_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$O_\epsilon (\epsilon )$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2324.gif"/></alternatives></inline-formula> inside the integral in (<xref rid="Equ124" ref-type="disp-formula">A.9</xref>) to outside the integral, so we get that the right side of (<xref rid="Equ124" ref-type="disp-formula">A.9</xref>) is bounded above by<disp-formula id="Equ169"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd/><mml:mtd columnalign="left"><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mi>ϵ</mml:mi><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:msup><mml:mi>s</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mfenced close=")" open="("><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mi>s</mml:mi></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mi>s</mml:mi></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:mo>-</mml:mo><mml:mn>2</mml:mn></mml:mfenced><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>≤</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mi>ϵ</mml:mi><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>π</mml:mi><mml:msup><mml:mi>s</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:msup><mml:mfenced close=")" open="("><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mrow></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mfrac><mml:mi>ϵ</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mrow></mml:mfrac><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi></mml:mrow></mml:msup></mml:mfenced><mml:mn>2</mml:mn></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="right"><mml:mrow/></mml:mtd><mml:mtd columnalign="left"><mml:mrow><mml:mspace width="1em"/><mml:mo>⪯</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mi>ϵ</mml:mi><mml:mn>1</mml:mn></mml:msubsup><mml:msub><mml:mo>∫</mml:mo><mml:mi>U</mml:mi></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:msup><mml:mi>s</mml:mi><mml:mn>3</mml:mn></mml:msup></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mi>s</mml:mi></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>ϵ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:msup><mml:mi>ϵ</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mtext>Re</mml:mtext><mml:mi>w</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>w</mml:mi><mml:mspace width="0.166667em"/><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>O</mml:mi><mml:mi>ϵ</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ169_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\begin{aligned}&amp;\int _\epsilon ^1 \int _{U} \frac{1}{ \pi s^2} e^{-\frac{2}{s} (|w|^2 + \epsilon ^2)} {\widetilde{q}}_s(w,\epsilon )^2 \left( e^{ - \frac{\epsilon }{s} {\text {Re}}w } + e^{ \frac{\epsilon }{s} {\text {Re}}w } - 2 \right) \,dw \, ds + O_\epsilon (\epsilon ) \nonumber \\&amp;\quad \le \int _\epsilon ^1 \int _{U} \frac{1}{\pi s^2} e^{-\frac{2}{s} (|w|^2 + \epsilon ^2)} {\widetilde{q}}_s(w,\epsilon )^2 \left( e^{ - \frac{\epsilon }{2s} {\text {Re}}w } - e^{ \frac{\epsilon }{2s} {\text {Re}}w } \right) ^2 \,dw \, ds + O_\epsilon (\epsilon ) \nonumber \\&amp;\quad \preceq \int _\epsilon ^1 \int _{U} \frac{1}{s^3} e^{-\frac{2}{s} (|w|^2 + \epsilon ^2)} \epsilon ^2 ({\text {Re}}w)^2 \,dw \, ds + O_\epsilon (\epsilon ) = O_\epsilon (\epsilon ) , \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ169.gif" position="anchor"/></alternatives></disp-formula>where in the second inequality we use that <inline-formula id="IEq2325"><alternatives><mml:math><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo stretchy="true">~</mml:mo></mml:mover><mml:mi>s</mml:mi></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>ϵ</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>≤</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq2325_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\widetilde{q}}_s(w,\epsilon ) \le 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2325.gif"/></alternatives></inline-formula> and that <inline-formula id="IEq2326"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:msup><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mo>⪯</mml:mo><mml:mo stretchy="false">|</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:mrow></mml:math><tex-math id="IEq2326_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$|e^x - e^{-x}| \preceq |x|$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2326.gif"/></alternatives></inline-formula> for <inline-formula id="IEq2327"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>x</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo>⪯</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq2327_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$|x|\preceq 1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2327.gif"/></alternatives></inline-formula>. This gives (<xref rid="Equ119" ref-type="disp-formula">A.4</xref>) for <inline-formula id="IEq2328"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2328_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$z_1=\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2328.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2329"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mi>ϵ</mml:mi></mml:mrow></mml:math><tex-math id="IEq2329_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$z_2 = -\epsilon $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2329.gif"/></alternatives></inline-formula>, as desired. <inline-formula id="IEq2330"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq2330_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2330.gif"/></alternatives></inline-formula></p></sec><sec id="FPar83"><title>Lemma A.2</title><p id="Par296">If <inline-formula id="IEq2331"><alternatives><mml:math><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:math><tex-math id="IEq2331_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\widehat{h}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2331.gif"/></alternatives></inline-formula> and <inline-formula id="IEq2332"><alternatives><mml:math><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:math><tex-math id="IEq2332_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$${\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2332.gif"/></alternatives></inline-formula> are defined using the same white noise, then <inline-formula id="IEq2333"><alternatives><mml:math><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup></mml:mrow></mml:math><tex-math id="IEq2333_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\begin{document}$${\widehat{h}}- {\widehat{h}}^{\mathrm {tr}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2333.gif"/></alternatives></inline-formula> a.s. admits a continuous modification and for any compact set <inline-formula id="IEq2334"><alternatives><mml:math><mml:mrow><mml:mi>K</mml:mi><mml:mo>⊂</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math><tex-math id="IEq2334_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$K\subset {\mathbbm {C}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2334.gif"/></alternatives></inline-formula>, there are constants <inline-formula id="IEq2335"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq2335_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\usepackage{amssymb}
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				\begin{document}$$c_0 , c_1 &gt; 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2335.gif"/></alternatives></inline-formula> (depending only on <italic>K</italic>) such that for <inline-formula id="IEq2336"><alternatives><mml:math><mml:mrow><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq2336_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$A&gt;1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2336.gif"/></alternatives></inline-formula>,<disp-formula id="Equ170"><alternatives><mml:math display="block"><mml:mrow><mml:mtable><mml:mtr><mml:mtd columnalign="right"><mml:mrow><mml:mi mathvariant="double-struck">P</mml:mi><mml:mfenced close="]" open="["><mml:munder><mml:mo movablelimits="true">max</mml:mo><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover><mml:mo>-</mml:mo><mml:msup><mml:mrow><mml:mover accent="true"><mml:mi>h</mml:mi><mml:mo stretchy="true">^</mml:mo></mml:mover></mml:mrow><mml:mi mathvariant="normal">tr</mml:mi></mml:msup><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>z</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo>&gt;</mml:mo><mml:mi>A</mml:mi></mml:mfenced><mml:mo>≤</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mi>A</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><tex-math id="Equ170_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\begin{aligned} {\mathbbm {P}}\left[ \max _{z \in K} |({\widehat{h}} - {\widehat{h}}^{\mathrm {tr}})(z)| &gt; A \right] \le c_0 e^{-c_1 A^2} . \end{aligned}$$\end{document}</tex-math><graphic xlink:href="220_2019_3487_Article_Equ170.gif" position="anchor"/></alternatives></disp-formula></p></sec><sec id="FPar84"><title>Proof</title><p id="Par297">This follows from exactly the same argument used to prove Lemma <xref rid="FPar81" ref-type="">A.1</xref>. <inline-formula id="IEq2337"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq2337_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2337.gif"/></alternatives></inline-formula></p></sec><sec id="FPar85"><title>Proof of Lemma 3.1</title><p id="Par298">Combine Lemmas <xref rid="FPar8" ref-type="">2.1</xref>, <xref rid="FPar81" ref-type="">A.1</xref>, and <xref rid="FPar83" ref-type="">A.2</xref>. <inline-formula id="IEq2338"><alternatives><mml:math><mml:mrow><mml:mspace width="1em"/><mml:mo>□</mml:mo></mml:mrow></mml:math><tex-math id="IEq2338_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\quad \square $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq2338.gif"/></alternatives></inline-formula></p></sec></sec></app></app-group><fn-group><fn id="Fn1"><label>1</label><p id="Par5">See, e.g., [<xref ref-type="bibr" rid="CR23">DMS14</xref>, <xref ref-type="bibr" rid="CR22">DKRV16</xref>, <xref ref-type="bibr" rid="CR47">HRV18</xref>, <xref ref-type="bibr" rid="CR24">DRV16</xref>, <xref ref-type="bibr" rid="CR46">GRV16b</xref>, <xref ref-type="bibr" rid="CR66">Rem18</xref>] for definitions of the particular choices of <italic>h</italic> corresponding to the scaling limits of random planar maps with different topologies. The <inline-formula id="IEq33"><alternatives><mml:math><mml:mi>γ</mml:mi></mml:math><tex-math id="IEq33_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq33.gif"/></alternatives></inline-formula>-quantum cone, studied in Sect. <xref rid="Sec21" ref-type="sec">4</xref> of the present paper, arises as the scaling limit of random planar maps with the topology of the whole plane. We note that in the terminology of [<xref ref-type="bibr" rid="CR22">DKRV16</xref>], etc., the term “Liouville quantum gravity” is only used in the case when <italic>h</italic> is one of these special random distributions. Here we follow the convention of [<xref ref-type="bibr" rid="CR25">DS11</xref>] and use the term “Liouville quantum gravity” in the case when <italic>h</italic> is any GFF-type distribution.</p></fn><fn id="Fn2"><label>2</label><p id="Par10">In the case of balls not entirely contained in <inline-formula id="IEq52"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq52_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq52.gif"/></alternatives></inline-formula>, we set <inline-formula id="IEq53"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>μ</mml:mi><mml:mi>h</mml:mi></mml:msub><mml:mo>≡</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math><tex-math id="IEq53_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\mu _h \equiv 0$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq53.gif"/></alternatives></inline-formula> outside of <inline-formula id="IEq54"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq54_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq54.gif"/></alternatives></inline-formula> and for the purposes of defining the circle average we assume that <italic>h</italic> vanishes outside of <inline-formula id="IEq55"><alternatives><mml:math><mml:mi mathvariant="script">D</mml:mi></mml:math><tex-math id="IEq55_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
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				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$${\mathcal {D}}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq55.gif"/></alternatives></inline-formula>.</p></fn><fn id="Fn3"><label>3</label><p id="Par24">Since this paper was posted to the arXiv, new bounds for <inline-formula id="IEq108"><alternatives><mml:math><mml:msub><mml:mi>d</mml:mi><mml:mi>γ</mml:mi></mml:msub></mml:math><tex-math id="IEq108_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
				\usepackage{amsbsy}
				\usepackage{mathrsfs}
				\usepackage{upgreek}
				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_\gamma $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq108.gif"/></alternatives></inline-formula> have been obtained in [<xref ref-type="bibr" rid="CR42">GP19a</xref>] which improve on our bounds in some regimes. As in the case of our bounds, the new bounds in [<xref ref-type="bibr" rid="CR42">GP19a</xref>] are based on Theorem <xref rid="FPar5" ref-type="">1.5</xref>, the fact that <inline-formula id="IEq109"><alternatives><mml:math><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:msqrt><mml:mrow><mml:mn>8</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msqrt></mml:msub><mml:mo>=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math><tex-math id="IEq109_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$d_{\sqrt{8/3}}=4$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq109.gif"/></alternatives></inline-formula>, and a certain monotonicity statement for LFPP.</p></fn><fn id="Fn4"><label>4</label><p id="Par38">See [<xref ref-type="bibr" rid="CR37">GHS17</xref>, Section 3.3] for a careful proof that the infinite-volume bipolar-oriented planar maps considered in this paper exist as Benjamini-Schramm [<xref ref-type="bibr" rid="CR15">BS01</xref>] limits of finite bipolar-oriented maps.</p></fn><fn id="Fn5"><label>5</label><p id="Par66">To see why this should be the case, one can take as an ansatz that discrete LFPP distances are well-approximated by continuum LFPP distances with <inline-formula id="IEq335"><alternatives><mml:math><mml:mrow><mml:mi>ϵ</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math><tex-math id="IEq335_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\setlength{\oddsidemargin}{-69pt}
				\begin{document}$$\epsilon =1$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq335.gif"/></alternatives></inline-formula>. One can then re-scale by 1 / <italic>n</italic>, so that <inline-formula id="IEq336"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">|</mml:mo><mml:mi>x</mml:mi><mml:mo>-</mml:mo><mml:mi>y</mml:mi><mml:mo stretchy="false">|</mml:mo><mml:mo stretchy="false">/</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:math><tex-math id="IEq336_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
				\usepackage{wasysym}
				\usepackage{amsfonts}
				\usepackage{amssymb}
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				\begin{document}$$|x-y|/n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq336.gif"/></alternatives></inline-formula> is of constant order, which shows that the discrete LFPP distance from <italic>x</italic> to <italic>y</italic> should be similar to <italic>n</italic> times the continuum LFPP distance with <inline-formula id="IEq337"><alternatives><mml:math><mml:mrow><mml:mi>δ</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">/</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:math><tex-math id="IEq337_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\delta = 1/n$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq337.gif"/></alternatives></inline-formula> between points at constant-order Euclidean distance, as described in Theorem <xref rid="FPar5" ref-type="">1.5</xref>.</p></fn><fn id="Fn6"><label>6</label><p id="Par138">Note here that <inline-formula id="IEq769"><alternatives><mml:math><mml:mrow><mml:mover><mml:mi>T</mml:mi><mml:mo>¯</mml:mo></mml:mover><mml:mo>≤</mml:mo><mml:munder><mml:mi>T</mml:mi><mml:mo>̲</mml:mo></mml:munder></mml:mrow></mml:math><tex-math id="IEq769_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$\overline{T} \le \underline{T}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq769.gif"/></alternatives></inline-formula>, which might be slightly unintuitive. The reason for the notation is that <inline-formula id="IEq770"><alternatives><mml:math><mml:mover><mml:mi>T</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math><tex-math id="IEq770_TeX">\documentclass[12pt]{minimal}
				\usepackage{amsmath}
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				\begin{document}$$\overline{T}$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq770.gif"/></alternatives></inline-formula> corresponds to a larger distance function. A similar notational convention is used for variants of Liouville graph distance in Sect. <xref rid="Sec26" ref-type="sec">4.2</xref>.</p></fn><fn id="Fn7"><label>7</label><p id="Par171">The reason for considering <inline-formula id="IEq986"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq986_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$[0,2n]\times [1,n-1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq986.gif"/></alternatives></inline-formula> instead of <inline-formula id="IEq987"><alternatives><mml:math><mml:msub><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math><tex-math id="IEq987_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$${\mathcal {R}}_n $$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq987.gif"/></alternatives></inline-formula> is so that the expanded square <italic>S</italic>(1) is contained in <inline-formula id="IEq988"><alternatives><mml:math><mml:mrow><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>×</mml:mo><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">]</mml:mo></mml:mrow><mml:mo>⊂</mml:mo><mml:msubsup><mml:mi mathvariant="script">R</mml:mi><mml:mi>n</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math><tex-math id="IEq988_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$[-1,2n+1]\times [0,n ] \subset {\mathcal {R}}_n'$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq988.gif"/></alternatives></inline-formula> instead of in <inline-formula id="IEq989"><alternatives><mml:math><mml:mrow><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo><mml:mo>×</mml:mo><mml:mo stretchy="false">[</mml:mo><mml:mo>-</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">]</mml:mo></mml:mrow></mml:math><tex-math id="IEq989_TeX">\documentclass[12pt]{minimal}
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				\begin{document}$$[-1,2n+1]\times [-1,n+1]$$\end{document}</tex-math><inline-graphic xlink:href="220_2019_3487_Article_IEq989.gif"/></alternatives></inline-formula>.</p></fn></fn-group><notes notes-type="Misc"><title>Publisher's Note</title><p>Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p></notes></back></article>