<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//ES//DTD journal article DTD version 5.7.0//EN//XML" "art570.dtd" [<!ENTITY gr1 SYSTEM "gr1" NDATA IMAGE><!ENTITY gr2 SYSTEM "gr2" NDATA IMAGE><!ENTITY gr3 SYSTEM "gr3" NDATA IMAGE><!ENTITY gr4 SYSTEM "gr4" NDATA IMAGE><!ENTITY gr5 SYSTEM "gr5" NDATA IMAGE><!ENTITY gr6 SYSTEM "gr6" NDATA IMAGE><!ENTITY gr7 SYSTEM "gr7" NDATA IMAGE><!ENTITY gr8 SYSTEM "gr8" NDATA IMAGE><!ENTITY gr9 SYSTEM "gr9" NDATA IMAGE><!ENTITY gr10 SYSTEM "gr10" NDATA IMAGE><!ENTITY gr11 SYSTEM "gr11" NDATA IMAGE>]><article xmlns="http://www.elsevier.com/xml/ja/dtd" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ce="http://www.elsevier.com/xml/common/dtd" xmlns:sa="http://www.elsevier.com/xml/common/struct-aff/dtd" xmlns:sb="http://www.elsevier.com/xml/common/struct-bib/dtd" docsubtype="fla" xml:lang="en"><item-info><jid>NUPHB</jid><aid>117511</aid><ce:article-number>117511</ce:article-number><ce:pii>S0550-3213(26)00218-X</ce:pii><ce:doi>10.1016/j.nuclphysb.2026.117511</ce:doi><ce:copyright type="other" year="2026">The Authors</ce:copyright></item-info><ce:floats><ce:figure id="fig0001"><ce:label>Fig. 1</ce:label><ce:caption id="cap0001"><ce:simple-para id="sp0001">Temperature and size dependence of energy (a), specific heat (b), magnetization (c), susceptibility (d), Binder ratio (e), temperature derivative of Binder ratio (f), correlation length ratio (g), and <ce:italic>Z</ce:italic><ce:inf>4</ce:inf>-symmetric magnetization (h) for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>. Error bars are smaller than the symbol size.</ce:simple-para></ce:caption><ce:alt-text id="at0001" role="short">Fig. 1 dummy alt text</ce:alt-text><ce:link id="celink0001" locator="gr1" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr1"/></ce:figure><ce:figure id="fig0002"><ce:label>Fig. 2</ce:label><ce:caption id="cap0002"><ce:simple-para id="sp0002">Temperature and size dependence of the energy (a) and the specific heat (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. Error bars are smaller than the symbol size.</ce:simple-para></ce:caption><ce:alt-text id="at0002" role="short">Fig. 2 dummy alt text</ce:alt-text><ce:link id="celink0002" locator="gr2" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr2"/></ce:figure><ce:figure id="fig0003"><ce:label>Fig. 3</ce:label><ce:caption id="cap0003"><ce:simple-para id="sp0003">Temperature and size dependence of the magnetization (a) and the susceptibility (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. Error bars are smaller than the symbol size.</ce:simple-para></ce:caption><ce:alt-text id="at0003" role="short">Fig. 3 dummy alt text</ce:alt-text><ce:link id="celink0003" locator="gr3" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr3"/></ce:figure><ce:figure id="fig0004"><ce:label>Fig. 4</ce:label><ce:caption id="cap0004"><ce:simple-para id="sp0004">Temperature and size dependence of the Binder ratio <ce:italic>g</ce:italic> (a) and zoomed-out view of <ce:italic>g</ce:italic> (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. Error bars are smaller than the symbol size.</ce:simple-para></ce:caption><ce:alt-text id="at0004" role="short">Fig. 4 dummy alt text</ce:alt-text><ce:link id="celink0004" locator="gr4" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr4"/></ce:figure><ce:figure id="fig0005"><ce:label>Fig. 5</ce:label><ce:caption id="cap0005"><ce:simple-para id="sp0005">Temperature and size dependence of the temperature derivative of Binder ratio <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> (a) and zoomed-out view of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. Error bars are smaller than the symbol size.</ce:simple-para></ce:caption><ce:alt-text id="at0005" role="short">Fig. 5 dummy alt text</ce:alt-text><ce:link id="celink0005" locator="gr5" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr5"/></ce:figure><ce:figure id="fig0006"><ce:label>Fig. 6</ce:label><ce:caption id="cap0006"><ce:simple-para id="sp0006">The dip temperatures of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> versus 1/<ce:italic>L</ce:italic> (a) and invert of depth 1/<ce:italic>h</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>) versus 1/<ce:italic>L</ce:italic> (b).</ce:simple-para></ce:caption><ce:alt-text id="at0006" role="short">Fig. 6 dummy alt text</ce:alt-text><ce:link id="celink0006" locator="gr6" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr6"/></ce:figure><ce:figure id="fig0007"><ce:label>Fig. 7</ce:label><ce:caption id="cap0007"><ce:simple-para id="sp0007">The fitting and <ce:italic>χ</ce:italic><ce:sup>2</ce:sup>-analysis of dip temperature <ce:italic>T</ce:italic><ce:inf>2</ce:inf>(<ce:italic>L</ce:italic>) of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> using <ce:cross-ref id="crf0001" refid="eq0012">Eq. (12)</ce:cross-ref> yield estimate of <mml:math altimg="si3.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.902</mml:mn><mml:mo>±</mml:mo><mml:mn>0.020</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si4.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.82</mml:mn><mml:mo>±</mml:mo><mml:mn>0.29</mml:mn></mml:mrow></mml:math> for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>.</ce:simple-para></ce:caption><ce:alt-text id="at0007" role="short">Fig. 7 dummy alt text</ce:alt-text><ce:link id="celink0007" locator="gr7" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr7"/></ce:figure><ce:figure id="fig0008"><ce:label>Fig. 8</ce:label><ce:caption id="cap0008"><ce:simple-para id="sp0008">Temperature and size dependence of the correlation length <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> (a) and zoomed-out view of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. Error bars are smaller than the symbol size.</ce:simple-para></ce:caption><ce:alt-text id="at0008" role="short">Fig. 8 dummy alt text</ce:alt-text><ce:link id="celink0008" locator="gr8" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr8"/></ce:figure><ce:figure id="fig0009"><ce:label>Fig. 9</ce:label><ce:caption id="cap0009"><ce:simple-para id="sp0009">The fitting and <ce:italic>χ</ce:italic><ce:sup>2</ce:sup>-analysis of crossing temperature <ce:italic>T<ce:inf>c</ce:inf></ce:italic>(<ce:italic>L</ce:italic>) of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> using <ce:cross-ref id="crf0002" refid="eq0012">Eq. (12)</ce:cross-ref> yield estimate of <mml:math altimg="si5.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.878</mml:mn><mml:mo>±</mml:mo><mml:mn>0.013</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si6.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.66</mml:mn><mml:mo>±</mml:mo><mml:mn>0.75</mml:mn></mml:mrow></mml:math> for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>.</ce:simple-para></ce:caption><ce:alt-text id="at0009" role="short">Fig. 9 dummy alt text</ce:alt-text><ce:link id="celink0009" locator="gr9" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr9"/></ce:figure><ce:figure id="fig0010"><ce:label>Fig. 10</ce:label><ce:caption id="cap0010"><ce:simple-para id="sp0010">Temperature and size dependence of the <ce:italic>Z</ce:italic><ce:inf>4</ce:inf>-symmetric magnetization <ce:italic>m</ce:italic><ce:inf>4</ce:inf> (a) and zoomed-out view of <ce:italic>m</ce:italic><ce:inf>4</ce:inf> (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. Error bars are smaller than the symbol size.</ce:simple-para></ce:caption><ce:alt-text id="at0010" role="short">Fig. 10 dummy alt text</ce:alt-text><ce:link id="celink0010" locator="gr10" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr10"/></ce:figure><ce:figure id="fig0011"><ce:label>Fig. 11</ce:label><ce:caption id="cap0011"><ce:simple-para id="sp0011">The critical temperature (<ce:italic>T<ce:inf>c</ce:inf></ce:italic>) (a) and critical exponent <ce:italic>ν</ce:italic> (b) as a function of the four-fold anisotropy (<ce:italic>h</ce:italic><ce:inf>4</ce:inf>) of XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model.</ce:simple-para></ce:caption><ce:alt-text id="at0011" role="short">Fig. 11 dummy alt text</ce:alt-text><ce:link id="celink0011" locator="gr11" xlink:type="simple" xlink:role="http://data.elsevier.com/vocabulary/ElsevierContentTypes/23.4" xlink:href="pii:S055032132600218X/gr11"/></ce:figure><ce:table id="tbl0001" rowsep="0" colsep="0" frame="topbot"><ce:label>Table 1</ce:label><ce:caption id="cap0012"><ce:simple-para id="sp0012">Summary of the Monte Carlo simulation parameters. <ce:italic>L</ce:italic> denotes the linear system size, <ce:italic>N<ce:inf>r</ce:inf></ce:italic> the number of independent runs, <ce:italic>N<ce:inf>MC</ce:inf></ce:italic> the total Monte Carlo steps, <ce:italic>N<ce:inf>T</ce:inf></ce:italic> the number of temperature points.</ce:simple-para></ce:caption><ce:alt-text id="at0012" role="short">Table 1 dummy alt text</ce:alt-text><tgroup cols="5"><colspec colnum="1" colname="col1" align="left"/><colspec colnum="2" colname="col2" align="left"/><colspec colnum="3" colname="col3" align="left"/><colspec colnum="4" colname="col4" align="left"/><colspec colnum="5" colname="col5" align="left"/><tbody><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left"><ce:italic>L</ce:italic></entry><entry valign="top" align="left"><ce:italic>N<ce:inf>r</ce:inf></ce:italic></entry><entry valign="top" align="left"><ce:italic>N<ce:inf>MC</ce:inf></ce:italic></entry><entry valign="top" align="left"><ce:italic>N<ce:inf>T</ce:inf></ce:italic></entry></row><row><entry role="rowhead" valign="top" align="left"><mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math></entry><entry valign="top" align="left">16</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">46</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">24</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">46</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">32</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">46</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">48</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">46</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">64</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">41</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">96</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">41</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">128</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">32</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">192</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">25</entry></row><row rowsep="1"><entry valign="top" align="left"/><entry valign="top" align="left">256</entry><entry valign="top" align="left">5</entry><entry valign="top" align="left">15.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">23</entry></row><row><entry role="rowhead" valign="top" align="left"><mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math></entry><entry valign="top" align="left">16</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">79</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">24</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">79</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">32</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">79</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">48</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">79</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">64</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">79</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">96</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">68</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">128</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">65</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">192</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">10.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">44</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">256</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">15.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">41</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">384</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">15.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">12</entry></row><row><entry role="rowhead" valign="top" align="left"/><entry valign="top" align="left">512</entry><entry valign="top" align="left">10</entry><entry valign="top" align="left">20.10<ce:sup>6</ce:sup></entry><entry valign="top" align="left">12</entry></row></tbody></tgroup></ce:table></ce:floats><head><ce:dochead id="dh1"><ce:textfn id="textfn0001">Quantum Field Theory and Statistical Systems</ce:textfn></ce:dochead><ce:title id="ct0001">Monte Carlo studies of the two-dimensional XY model with four-fold anisotropy</ce:title><ce:short-title id="stitle0010">Monte Carlo studies of the two-dimensional XY model with four-fold anisotropy</ce:short-title><ce:author-group id="aut0001"><ce:author id="au0001" orcid="0009-0001-3485-9863" author-id="S055032132600218X-595d8a0b63d678a35ed404e22b1bb801"><ce:given-name>Truong Thi Bach</ce:given-name><ce:surname>Yen</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/writing-original-draft">Writing – original draft</ce:contributor-role><ce:contributor-role role="http://credit.niso.org/contributor-roles/conceptualization">Conceptualization</ce:contributor-role><ce:cross-ref id="crf0003" refid="aff0002"><ce:sup>b</ce:sup></ce:cross-ref><ce:cross-ref id="crf0004" refid="aff0003"><ce:sup>c</ce:sup></ce:cross-ref></ce:author><ce:author id="au0002" orcid="0000-0002-0538-8425" author-id="S055032132600218X-3552bf278813ef8a3ae04fd66b7939da"><ce:given-name>Le Thi Thao</ce:given-name><ce:surname>Vien</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/formal-analysis">Formal analysis</ce:contributor-role><ce:cross-ref id="crf0005" refid="aff0004"><ce:sup>d</ce:sup></ce:cross-ref></ce:author><ce:author id="au0003" orcid="0009-0006-1028-0378" author-id="S055032132600218X-3945ee386319d0b14f2fe3fe5d439aab"><ce:given-name>Nguyen Tri</ce:given-name><ce:surname>Tuan</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/visualization">Visualization</ce:contributor-role><ce:cross-ref id="crf0006" refid="aff0002"><ce:sup>b</ce:sup></ce:cross-ref></ce:author><ce:author id="au0004" orcid="0009-0000-7353-1660" author-id="S055032132600218X-01186c4d5402de7b19148911ef9153e8"><ce:given-name>Dinh Manh</ce:given-name><ce:surname>Tien</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/resources">Resources</ce:contributor-role><ce:cross-ref id="crf0007" refid="aff0002"><ce:sup>b</ce:sup></ce:cross-ref></ce:author><ce:author id="au0005" orcid="0009-0002-3842-1460" author-id="S055032132600218X-3442238dbabb0be81344c59d22537a75"><ce:given-name>Nguyen Duc</ce:given-name><ce:surname>Dung</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/validation">Validation</ce:contributor-role><ce:cross-ref id="crf0008" refid="aff0001"><ce:sup>a</ce:sup></ce:cross-ref></ce:author><ce:author id="au0006" orcid="0009-0004-3665-5540" author-id="S055032132600218X-ac48db72d6d3315691f14eaa92b77623"><ce:given-name>Hoang Mai</ce:given-name><ce:surname>Anh</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/investigation">Investigation</ce:contributor-role><ce:cross-ref id="crf0009" refid="aff0001"><ce:sup>a</ce:sup></ce:cross-ref></ce:author><ce:author id="au0007" orcid="0009-0001-8105-5278" author-id="S055032132600218X-35f41caffc77b07e482b63eab4c86c44"><ce:given-name>Tran Truong</ce:given-name><ce:surname>Giang</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/data-curation">Data curation</ce:contributor-role><ce:cross-ref id="crf0010" refid="aff0001"><ce:sup>a</ce:sup></ce:cross-ref></ce:author><ce:author id="au0008" orcid="0009-0009-4558-5480" author-id="S055032132600218X-e49c54de0eef58d73d7b754d11dc89be"><ce:given-name>Nguyen Vo Nguyen</ce:given-name><ce:surname>Huy</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/methodology">Methodology</ce:contributor-role><ce:cross-ref id="crf0011" refid="aff0001"><ce:sup>a</ce:sup></ce:cross-ref></ce:author><ce:author id="au0009" orcid="0009-0009-2619-170X" author-id="S055032132600218X-1cc864d979ed5b2ccb207c0695538022"><ce:given-name>Le Chi</ce:given-name><ce:surname>Luan</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/software">Software</ce:contributor-role><ce:cross-ref id="crf0012" refid="aff0005"><ce:sup>e</ce:sup></ce:cross-ref></ce:author><ce:author id="au0010" orcid="0000-0002-5652-7464" author-id="S055032132600218X-e8f14a16603b94cfa81116d7434dbd37"><ce:given-name>Duong Xuan</ce:given-name><ce:surname>Nui</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/writing-review-editing">Writing – review &#x0026; editing</ce:contributor-role><ce:cross-ref id="crf0013" refid="aff0005"><ce:sup>e</ce:sup></ce:cross-ref></ce:author><ce:author id="au0011" author-id="S055032132600218X-89d0b843986dd7eec27dc24a8780e186" orcid="0000-0001-5416-9141"><ce:given-name>Dao Xuan</ce:given-name><ce:surname>Viet</ce:surname><ce:contributor-role role="http://credit.niso.org/contributor-roles/supervision">Supervision</ce:contributor-role><ce:cross-ref id="crf0014" refid="cor0001"><ce:sup>⁎</ce:sup></ce:cross-ref><ce:cross-ref id="crf0015" refid="aff0001"><ce:sup>a</ce:sup></ce:cross-ref><ce:e-address type="email" xlink:href="mailto:viet.daoxuan@hust.edu.vn" id="ead0001">viet.daoxuan@hust.edu.vn</ce:e-address></ce:author><ce:affiliation id="aff0001" affiliation-id="S055032132600218X-057b7c304feacda34432fa370a4804c6"><ce:label>a</ce:label><ce:textfn id="textfn0002">School of Materials Science and Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam</ce:textfn><sa:affiliation><sa:organization>School of Materials Science and Engineering, Hanoi University of Science and Technology</sa:organization> <sa:state>Hanoi</sa:state> <sa:country iso3166-1-alpha-3="VNM">Vietnam</sa:country></sa:affiliation><ce:source-text id="st0001">School of Materials Science and Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam</ce:source-text></ce:affiliation><ce:affiliation id="aff0002" affiliation-id="S055032132600218X-c2ecf71d3fd2503545286f159af6eab6"><ce:label>b</ce:label><ce:textfn id="textfn0003">College of Natural Sciences, Can Tho University, Can Tho, Vietnam</ce:textfn><sa:affiliation><sa:organization>College of Natural Sciences, Can Tho University</sa:organization> <sa:state>Can Tho</sa:state> <sa:country iso3166-1-alpha-3="VNM">Vietnam</sa:country></sa:affiliation><ce:source-text id="st0002">College of Natural Sciences, Can Tho University, Can Tho, Vietnam</ce:source-text></ce:affiliation><ce:affiliation id="aff0003" affiliation-id="S055032132600218X-b061b4b4c504b4151759bf2bbdd8c82f"><ce:label>c</ce:label><ce:textfn id="textfn0004">Faculty of Natural Sciences Teacher Education, Dong Thap University, Dong Thap, Vietnam</ce:textfn><sa:affiliation><sa:organization>Faculty of Natural Sciences Teacher Education, Dong Thap University</sa:organization> <sa:state>Dong Thap</sa:state> <sa:country iso3166-1-alpha-3="VNM">Vietnam</sa:country></sa:affiliation><ce:source-text id="st0003">Faculty of Natural Sciences Teacher Education, Dong Thap University, Dong Thap, Vietnam</ce:source-text></ce:affiliation><ce:affiliation id="aff0004" affiliation-id="S055032132600218X-a0983ee9ef41108d1fcf59464fea3593"><ce:label>d</ce:label><ce:textfn id="textfn0005">Faculty of Natural Sciences, Quy Nhon University, Quy Nhon, Vietnam</ce:textfn><sa:affiliation><sa:organization>Faculty of Natural Sciences, Quy Nhon University</sa:organization> <sa:state>Quy Nhon</sa:state> <sa:country iso3166-1-alpha-3="VNM">Vietnam</sa:country></sa:affiliation><ce:source-text id="st0004">Faculty of Natural Sciences, Quy Nhon University, Quy Nhon, Vietnam</ce:source-text></ce:affiliation><ce:affiliation id="aff0005" affiliation-id="S055032132600218X-762f7f6f96dccf94ef009689c71fe8be"><ce:label>e</ce:label><ce:textfn id="textfn0006">Faculty of Information Technology, University of Transport Technology, Hanoi, Vietnam</ce:textfn><sa:affiliation><sa:organization>Faculty of Information Technology, University of Transport Technology</sa:organization> <sa:state>Hanoi</sa:state> <sa:country iso3166-1-alpha-3="VNM">Vietnam</sa:country></sa:affiliation><ce:source-text id="st0005">Faculty of Information Technology, University of Transport Technology, Hanoi, Vietnam</ce:source-text></ce:affiliation><ce:correspondence id="cor0001"><ce:label>⁎</ce:label><ce:text id="cor1">Corresponding author.</ce:text></ce:correspondence></ce:author-group><ce:date-received day="9" month="12" year="2025"/><ce:date-accepted day="13" month="5" year="2026"/><ce:miscellaneous id="m0001">Editor: Shuang Wu</ce:miscellaneous><ce:abstract id="abs0001" class="author"><ce:section-title id="sctt0001">Abstract</ce:section-title><ce:abstract-sec id="abssec0001"><ce:simple-para id="sp0013">Early theoretical studies of the two-dimensional XY model with four-fold anisotropy (XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf>) predicted that any finite anisotropy should completely suppress Kosterlitz–Thouless (KT) transition of the isotropic system and replace it with a second-order phase transition. This prediction is inconsistent with Monte Carlo (MC) simulations, which suggested KT-like behavior at weak anisotropy. To resolve this discrepancy, we performed large-scale MC simulations to systematically examine the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model across a wide range of anisotropic strengths. Our results indicate that while weak anisotropy can mimic KT behavior in small systems, a detailed finite-size scaling analysis of larger systems reveals that the temperature derivative of Binder ratio and the correlation length ratio displays scaling behaviors characteristic of a second-order transition even at the weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> values. The critical exponent <ce:italic>ν</ce:italic> is non-universal and varies continuously with <ce:italic>h</ce:italic><ce:inf>4</ce:inf> from weak to strong anisotropy. These findings confirm that XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model exhibits a second-order phase transition for weak finite anisotropy, effectively reconciling theoretical predictions with numerical observations.</ce:simple-para></ce:abstract-sec></ce:abstract><ce:keywords id="keys0001" class="keyword"><ce:section-title id="sctt0002">Keywords</ce:section-title><ce:keyword id="key0001"><ce:text id="txt0001">Phase transitions</ce:text></ce:keyword><ce:keyword id="key0002"><ce:text id="txt0002">Monte Carlo method</ce:text></ce:keyword><ce:keyword id="key0003"><ce:text id="txt0003">2D XY model</ce:text></ce:keyword><ce:keyword id="key0004"><ce:text id="txt0004">Anisotropy</ce:text></ce:keyword></ce:keywords><ce:data-availability id="da01"><ce:section-title id="sctt0003">Data availability</ce:section-title><ce:para id="p0001">Data will be made available on request.</ce:para></ce:data-availability></head><body><ce:sections><ce:section id="sec0001" view="all" role="introduction"><ce:label>1</ce:label><ce:section-title id="sctt0004">Introduction</ce:section-title><ce:para id="p0002">The two-dimensional (2D) planar rotator model, commonly known as the XY model, is a fundamental system in statistical physics that exhibits unique properties despite the simplified nature of its two-component spins. A particularly notable feature is the presence of a low-temperature Kosterlitz-Thouless (KT) phase. The KT phase is instead characterized by an algebraic decay of correlation functions, leading to a divergent susceptibility. The transition from the KT phase to the high-temperature paramagnetic phase at a critical temperature T<ce:inf><ce:italic>c</ce:italic></ce:inf> is suggested to involve an essential singularity in the correlation length, distinguishing it from the algebraic singularity seen in the Ising model transition.</ce:para><ce:para id="p0003">Introducing a symmetry-breaking field, commonly referred to as crystal-field anisotropy, is a standard approach for modeling realistic materials and examining the stability of the KT phase. Early theoretical studies based on renormalization-group (RG) analysis <ce:cross-refs id="crfs0001" refid="bib0001 bib0002 bib0003">[1–3]</ce:cross-refs> predicted that for <mml:math altimg="si7.svg"><mml:mrow><mml:mi>p</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:math> the system should exhibit only a single order–disorder phase transition. This transition is expected to be continuous, with non-universal critical exponents depending on the strength of the anisotropy field. Within this framework, the KT phase characteristic of the isotropic case (<mml:math altimg="si8.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math>) is predicted to be suppressed for any finite fourfold anisotropy (<ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≠ 0). In the limit of very strong anisotropy, the model reduces to the four-state clock model, which is equivalent to two decoupled Ising models and therefore exhibits a single phase transition in the Ising universality class.</ce:para><ce:para id="p0004">However, experimental measurements and extensive Monte Carlo (MC) simulations have revealed a more nuanced picture <ce:cross-refs id="crfs0002" refid="bib0004 bib0005">[4,5]</ce:cross-refs>. Although intermediate and strong <ce:italic>h</ce:italic><ce:inf>4</ce:inf> fields indeed lead to transitions with nonuniversal exponents, experimental data often fall within a ”universal window” bounded by the Ising (<ce:italic>β</ce:italic> ≈ 0.125) and XY (<mml:math altimg="si9.svg"><mml:mrow><mml:mover accent="true"><mml:mi>β</mml:mi><mml:mo>˜</mml:mo></mml:mover><mml:mo>≈</mml:mo><mml:mn>0.23</mml:mn></mml:mrow></mml:math>) values, contrary to the theoretical prediction of a potentially divergent exponent. Furthermore, MC simulations <ce:cross-refs id="crfs0003" refid="bib0006 bib0007">[6,7]</ce:cross-refs> for weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> evidence of a pocket of XY behavior at intermediate temperatures, characterized by <mml:math altimg="si9.svg"><mml:mrow><mml:mover accent="true"><mml:mi>β</mml:mi><mml:mo>˜</mml:mo></mml:mover><mml:mo>≈</mml:mo><mml:mn>0.23</mml:mn></mml:mrow></mml:math>, similar to the <ce:italic>p</ce:italic> &#x003E; 4 cases. This suggests that the KT phase persists for finite, albeit weak, <ce:italic>h</ce:italic><ce:inf>4</ce:inf>, with the transition scenario crossing over to the non-universal XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> behavior as <ce:italic>h</ce:italic><ce:inf>4</ce:inf> increases. The robustness of the KT phase in the thermodynamic limit for weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> remains an open question <ce:cross-ref id="crf0016" refid="bib0005">[5]</ce:cross-ref>.</ce:para><ce:para id="p0005">To further investigate the discrepancy between theoretical predictions and numerical observations on the stability of the KT phase for the XYh<ce:inf>4</ce:inf> model, we have conducted extensive MC simulations. Our simulations were performed on the square planar rotator model with varying strengths of the four-fold anisotropy 0.001 ≤ <ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≤ 5, which spans from a weak to a strong anisotropy. We measure several physical quantities, including the specific heat, the susceptibility, the Binder ratio, the temperature derivative of the Binder ratio, the correlation length ratio, and the <ce:italic>Z</ce:italic><ce:inf>4</ce:inf> symmetric magnetization. Our numerical findings suggest that the system undergoes a second-order phase transition from strong to weak anisotropy. The <mml:math altimg="si10.svg"><mml:mrow><mml:mi>T</mml:mi><mml:mo linebreak="goodbreak">−</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub></mml:mrow></mml:math> phase diagram of the 2D XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model is also established.</ce:para></ce:section><ce:section id="sec0002" view="all"><ce:label>2</ce:label><ce:section-title id="sctt0005">Model and methods</ce:section-title><ce:para id="p0006">The Hamiltonian of this model is given as follows <ce:cross-ref id="crf0017" refid="bib0001">[1]</ce:cross-ref>:<ce:display><ce:formula id="eq0001"><ce:label>(1)</ce:label><mml:math altimg="si11.svg"><mml:mrow><mml:mi>H</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mo>−</mml:mo><mml:mi>J</mml:mi><mml:munder><mml:mo>∑</mml:mo><mml:mrow><mml:mo>〈</mml:mo><mml:mi>i</mml:mi><mml:mi>j</mml:mi><mml:mo>〉</mml:mo></mml:mrow></mml:munder><mml:mi>cos</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>θ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo linebreak="badbreak">−</mml:mo><mml:msub><mml:mi>θ</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">−</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:munder><mml:mo>∑</mml:mo><mml:mi>i</mml:mi></mml:munder><mml:mi>cos</mml:mi><mml:mrow><mml:mn>4</mml:mn><mml:msub><mml:mi>θ</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>where <ce:italic>θ<ce:inf>i</ce:inf></ce:italic> presents the angle of spin <ce:italic>i</ce:italic> relative to the <ce:italic>x</ce:italic>-axis, taking values within the range [0: 2<ce:italic>π</ce:italic>]. <ce:italic>J</ce:italic> represents the nearest-neighbor exchange interaction. The symbol ⟨<ce:italic>ij</ce:italic>⟩ indicates that the sum is taken over the nearest-neighbor lattice sites. The first term describes the exchange interaction between neighboring spins, while the second term represents the four-fold crystal-field anisotropy acting on each spin. In this work, we use dimensionless units setting <mml:math altimg="si12.svg"><mml:mrow><mml:mi>J</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math> and Boltzmann constant <mml:math altimg="si13.svg"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>.</ce:para><ce:para id="p0007">MC simulations are performed for the two-dimensional XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model in a square lattice with periodic boundary conditions. For each temperature, the system is initialized with a random spin configuration. The update scheme combines the Metropolis algorithm for local single-spin updates and the embedded Wolff algorithm for cluster updates <ce:cross-refs id="crfs0004" refid="bib0008 bib0009 bib0010 bib0011 bib0012">[8–12]</ce:cross-refs>. One MC step consists of a Metropolis sweep followed by an embedded Wolff sweep, described as follows:</ce:para><ce:para id="p0008"><ce:bold>(1) Choice of the reflection axis</ce:bold>: A random unit vector <ce:bold>r</ce:bold> is chosen as the reflection axis.</ce:para><ce:para id="p0009"><ce:bold>(2) Projection of spins</ce:bold>: Each spin <mml:math altimg="si14.svg"><mml:mrow><mml:msub><mml:mi mathvariant="bold">S</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>cos</mml:mi><mml:msub><mml:mi>θ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>sin</mml:mi><mml:msub><mml:mi>θ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math> is projected onto this axis, giving <mml:math altimg="si15.svg"><mml:mrow><mml:msub><mml:mi>σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:msub><mml:mi mathvariant="bold">S</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>·</mml:mo><mml:mi mathvariant="bold">r</mml:mi></mml:mrow></mml:math></ce:para><ce:para id="p0010"><ce:bold>(3) Cluster seed</ce:bold>: A lattice site <ce:italic>i</ce:italic> is randomly chosen as the initial site of the cluster. Its spin is reflected about the axis <ce:bold>r</ce:bold>: <mml:math altimg="si16.svg"><mml:mrow><mml:msub><mml:mi mathvariant="bold">S</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>→</mml:mo><mml:msubsup><mml:mi mathvariant="bold">S</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo linebreak="goodbreak">=</mml:mo><mml:msub><mml:mi mathvariant="bold">S</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo linebreak="goodbreak">−</mml:mo><mml:mn>2</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="bold">S</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>·</mml:mo><mml:mi mathvariant="bold">r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mi mathvariant="bold">r</mml:mi></mml:mrow></mml:math></ce:para><ce:para id="p0011"><ce:bold>(4) Cluster growth</ce:bold>: For each neighbor <ce:italic>j</ce:italic> of a site <ce:italic>i</ce:italic> already in the cluster, site <ce:italic>j</ce:italic> is added to the cluster with probability <mml:math altimg="si17.svg"><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn><mml:mo linebreak="goodbreak">−</mml:mo><mml:mi>exp</mml:mi><mml:mrow><mml:mo stretchy="true">[</mml:mo><mml:mo>−</mml:mo><mml:mn>2</mml:mn><mml:mi>J</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi>σ</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="badbreak">/</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo stretchy="true">]</mml:mo></mml:mrow></mml:mrow></mml:math>. This process continues until no additional sites are added.</ce:para><ce:para id="p0012"><ce:bold>(5) Embedded anisotropy</ce:bold>: The anisotropic energy change associated with the reflection is calculated as <mml:math altimg="si18.svg"><mml:mrow><mml:mstyle mathvariant="normal"><mml:mi>Δ</mml:mi></mml:mstyle><mml:msub><mml:mi>E</mml:mi><mml:mtext>anis</mml:mtext></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:msub><mml:mo>∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>∈</mml:mo><mml:mi>C</mml:mi><mml:mi>l</mml:mi><mml:mi>u</mml:mi><mml:mi>s</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="true">[</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="true">(</mml:mo><mml:mi>cos</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mn>4</mml:mn><mml:msubsup><mml:mi>θ</mml:mi><mml:mi>i</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="badbreak">−</mml:mo><mml:mi>cos</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mn>4</mml:mn><mml:msub><mml:mi>θ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo stretchy="true">)</mml:mo></mml:mrow><mml:mo stretchy="true">]</mml:mo></mml:mrow></mml:mrow></mml:math>.</ce:para><ce:para id="p0013"><ce:bold>(6) Cluster flip</ce:bold>: The cluster update is accepted with Metropolis probability <mml:math altimg="si19.svg"><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mtext>accept</mml:mtext></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>min</mml:mi><mml:mrow><mml:mo stretchy="true">(</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:mstyle mathvariant="normal"><mml:mi>Δ</mml:mi></mml:mstyle><mml:msub><mml:mi>E</mml:mi><mml:mtext>anis</mml:mtext></mml:msub><mml:mo>/</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mo stretchy="true">)</mml:mo></mml:mrow></mml:mrow></mml:math>. If accepted, all spins in the cluster are reflected across the axis <ce:bold>r</ce:bold>.</ce:para><ce:para id="p0014">The embedded Wolff algorithm satisfies a detailed balance as follows. Denoting by <ce:italic>T</ce:italic>(<ce:italic>S</ce:italic> → <ce:italic>S</ce:italic>′) the probability of generating the embedded-cluster move from configuration <ce:italic>S</ce:italic> to <ce:italic>S</ce:italic>′, the transition probability is<ce:display><ce:formula id="eq0002"><ce:label>(2)</ce:label><mml:math altimg="si20.svg"><mml:mrow><mml:mi>W</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mo>→</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>T</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mo>→</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mtext>min</mml:mtext><mml:mrow><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:mi>β</mml:mi><mml:mstyle mathvariant="normal"><mml:mi>Δ</mml:mi></mml:mstyle><mml:msub><mml:mi>E</mml:mi><mml:mtext>anis</mml:mtext></mml:msub></mml:mrow></mml:msup><mml:mo>]</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>Since the Wolff embedded-cluster construction satisfies detailed balance for the isotropic part of the Hamiltonian,<ce:display><ce:formula id="eq0003"><ce:label>(3)</ce:label><mml:math altimg="si21.svg"><mml:mrow><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>−</mml:mo><mml:mi>β</mml:mi><mml:msub><mml:mi>E</mml:mi><mml:mtext>iso</mml:mtext></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mi>T</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mo>→</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">=</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>−</mml:mo><mml:mi>β</mml:mi><mml:msub><mml:mi>E</mml:mi><mml:mtext>iso</mml:mtext></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:msup><mml:mi>T</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>→</mml:mo><mml:mi>S</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>Multiplying both sides by the Metropolis factor for the anisotropy term gives<ce:display><ce:formula id="eq0004"><ce:label>(4)</ce:label><mml:math altimg="si22.svg"><mml:mrow><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>−</mml:mo><mml:mi>β</mml:mi><mml:mi>E</mml:mi><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msup><mml:mi>W</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mo>→</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">=</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>−</mml:mo><mml:mi>β</mml:mi><mml:mi>E</mml:mi><mml:mo>(</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:msup><mml:mi>W</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>S</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>→</mml:mo><mml:mi>S</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>where <mml:math altimg="si23.svg"><mml:mrow><mml:mi>E</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mtext>iso</mml:mtext></mml:msub><mml:mo linebreak="goodbreak">+</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mtext>anis</mml:mtext></mml:msub></mml:mrow></mml:math>. Therefore, detailed balance holds for the full Hamiltonian.</ce:para><ce:para id="p0015">The simulation parameters for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math> are summarized in <ce:cross-ref id="crf0018" refid="tbl0001">Table 1</ce:cross-ref><ce:float-anchor refid="tbl0001"/>. The number of independent runs and the total number of Monte Carlo steps for <mml:math altimg="si24.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math> and 5 are the same as those used for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math> at the corresponding system sizes. Similarly, the simulation parameters for <mml:math altimg="si25.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.001</mml:mn><mml:mo>,</mml:mo><mml:mn>0.005</mml:mn><mml:mo>,</mml:mo><mml:mn>0.05</mml:mn><mml:mo>,</mml:mo><mml:mn>0.1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math> and 0.5 are identical to those used for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. The temperature points are chosen to concentrate around the phase transition regions or near the peaks of the relevant physical quantities, ensuring accurate determination of critical behavior. The first half of the total Monte Carlo steps is discarded to allow the system to reach equilibrium. Equilibrium is checked by comparing the specific heat computed from the energy fluctuations with that obtained from the temperature derivative of the energy. Physical quantities are collected after the system has reached equilibrium, with thermal averages computed over the latter half of the Monte Carlo steps. The final estimates are obtained by averaging over several independent simulation runs. The error bars are evaluated using the jackknife method applied to these independent runs.</ce:para><ce:para id="p0016">We measure several physical quantities, including specific heat <ce:italic>C</ce:italic>, magnetization <ce:italic>m</ce:italic>, susceptibility <ce:italic>χ</ce:italic>, Binder ratio <ce:italic>g</ce:italic>, temperature derivative of Binder ratio <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic>, correlation length ratio <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic>, and <ce:italic>Z</ce:italic><ce:inf>4</ce:inf>-symmetric magnetization <ce:italic>m</ce:italic><ce:inf>4</ce:inf>.</ce:para><ce:para id="p0017">The specific heat is defined as <ce:cross-ref id="crf0019" refid="bib0006">[6]</ce:cross-ref><ce:display><ce:formula id="eq0005"><ce:label>(5)</ce:label><mml:math altimg="si26.svg"><mml:mrow><mml:mi>C</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>N</mml:mi><mml:msup><mml:mi>T</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>E</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mo linebreak="badbreak">−</mml:mo><mml:msup><mml:mrow><mml:mo>〈</mml:mo><mml:mi>E</mml:mi><mml:mo>〉</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>where <mml:math altimg="si27.svg"><mml:mrow><mml:mi>E</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mo>&#x003C;</mml:mo><mml:mi>H</mml:mi><mml:mo linebreak="goodbreak">&#x003E;</mml:mo></mml:mrow></mml:math> is the total energy and <ce:italic>N</ce:italic> is the number of spins.</ce:para><ce:para id="p0018">The susceptibility is defined as <ce:cross-ref id="crf0020" refid="bib0006">[6]</ce:cross-ref><ce:display><ce:formula id="eq0006"><ce:label>(6)</ce:label><mml:math altimg="si28.svg"><mml:mrow><mml:mi>χ</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mfrac><mml:mi>N</mml:mi><mml:mi>T</mml:mi></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mo linebreak="badbreak">−</mml:mo><mml:msup><mml:mrow><mml:mo>〈</mml:mo><mml:mi>m</mml:mi><mml:mo>〉</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>where magnetization <mml:math altimg="si29.svg"><mml:mrow><mml:mi>m</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>m</mml:mi><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mn>0</mml:mn><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow></mml:math> and <mml:math altimg="si30.svg"><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>m</mml:mi><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mn>0</mml:mn><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math> as defined in <ce:cross-ref id="crf0021" refid="eq0010">Eq. (10)</ce:cross-ref>.</ce:para><ce:para id="p0019">The Binder ratio is defined as <ce:cross-refs id="crfs0005" refid="bib0006 bib0007 bib0013 bib0014 bib0015">[6,7,13–15]</ce:cross-refs>:<ce:display><ce:formula id="eq0007"><ce:label>(7)</ce:label><mml:math altimg="si31.svg"><mml:mrow><mml:mi>g</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>2</mml:mn><mml:mo linebreak="goodbreak">−</mml:mo><mml:mfrac><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>4</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:msup><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac><mml:mo>,</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>where <mml:math altimg="si30.svg"><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>m</mml:mi><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mn>0</mml:mn><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math> and <mml:math altimg="si32.svg"><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mn>4</mml:mn></mml:msup><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>m</mml:mi><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mn>0</mml:mn><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mn>4</mml:mn></mml:msup></mml:mrow></mml:math>. For second-order phase transitions, the Binder ratio typically exhibits a crossing behavior at the critical temperature, where curves corresponding to different system sizes intersect. However, in KT phase transitions, the Binder ratio instead exhibits a merging behavior in KT phase transitions, where the curves for different system sizes converge rather than cross. This merging behavior complicates the precise determination of the critical temperatures. To estimate the critical point more accurately, we compute the temperature derivative of the Binder ratio (<ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic>).<ce:display><ce:formula id="eq0008"><ce:label>(8)</ce:label><mml:math altimg="si33.svg"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:mi>g</mml:mi></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:mfrac><mml:mo linebreak="goodbreak">=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msup><mml:mi>T</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mo>−</mml:mo><mml:mfrac><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>4</mml:mn></mml:msup><mml:mi>H</mml:mi><mml:mo>〉</mml:mo></mml:mrow><mml:msup><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac><mml:mo linebreak="badbreak">+</mml:mo><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>4</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mi>H</mml:mi><mml:mo>〉</mml:mo></mml:mrow></mml:mrow><mml:msup><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mn>3</mml:mn></mml:msup></mml:mfrac><mml:mo linebreak="badbreak">−</mml:mo><mml:mfrac><mml:mrow><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>4</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mrow><mml:mo>〈</mml:mo><mml:mi>H</mml:mi><mml:mo>〉</mml:mo></mml:mrow></mml:mrow><mml:msup><mml:mrow><mml:mo>〈</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mfrac><mml:mo>)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:math></ce:formula></ce:display></ce:para><ce:para id="p0020">The second-moment correlation length is defined as <ce:cross-refs id="crfs0006" refid="bib0015 bib0016 bib0017">[15–17]</ce:cross-refs><ce:display><ce:formula id="eq0009"><ce:label>(9)</ce:label><mml:math altimg="si34.svg"><mml:mrow><mml:mi>ξ</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mn>2</mml:mn><mml:mi>s</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mn>2</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mfrac><mml:msqrt><mml:mrow><mml:mfrac><mml:mrow><mml:mo>〈</mml:mo><mml:mi>m</mml:mi><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mn>0</mml:mn><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow><mml:mrow><mml:mo>〈</mml:mo><mml:mi>m</mml:mi><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover accent="true"><mml:msub><mml:mi>k</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>〉</mml:mo></mml:mrow></mml:mfrac><mml:mo linebreak="badbreak">−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msqrt><mml:mo>,</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>whereas <mml:math altimg="si35.svg"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>2</mml:mn><mml:mi>π</mml:mi><mml:mo linebreak="badbreak">/</mml:mo><mml:mi>L</mml:mi><mml:mo>,</mml:mo><mml:mn>0</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math>. The <ce:italic>k</ce:italic>-dependent magnetization is expressed as<ce:display><ce:formula id="eq0010"><ce:label>(10)</ce:label><mml:math altimg="si36.svg"><mml:mrow><mml:mi>m</mml:mi><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mi>k</mml:mi><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo linebreak="goodbreak">=</mml:mo><mml:munder><mml:mo>∑</mml:mo><mml:mrow><mml:mi>μ</mml:mi><mml:mo linebreak="badbreak">=</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:munder><mml:msup><mml:mrow><mml:mo>|</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>N</mml:mi></mml:mfrac><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>N</mml:mi></mml:munderover><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>μ</mml:mi></mml:mrow></mml:msub><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mover accent="true"><mml:mi>k</mml:mi><mml:mo>→</mml:mo></mml:mover><mml:mo>.</mml:mo><mml:mover accent="true"><mml:mi>r</mml:mi><mml:mo>→</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mo>|</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math></ce:formula></ce:display></ce:para><ce:para id="p0021">The projections of the spin at site <ce:italic>i</ce:italic> on the <ce:italic>x</ce:italic>-axis and <ce:italic>y</ce:italic>-axis are given by <mml:math altimg="si37.svg"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>cos</mml:mi><mml:msub><mml:mi>θ</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math> and <mml:math altimg="si38.svg"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>sin</mml:mi><mml:msub><mml:mi>θ</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math>, respectively. The correlation length ratio <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> is a useful quantity for characterizing different phases. As the system size <ce:italic>L</ce:italic> increases, <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> diverges to ∞ in the long-range ordered phases, decreases to zero in the disordered phase, and remains finite value in the quasi-long-range ordered phase.</ce:para><ce:para id="p0022">The <ce:italic>Z</ce:italic><ce:inf>4</ce:inf> symmetric magnetization is defined as <ce:cross-refs id="crfs0007" refid="bib0010 bib0011 bib0018">[10,11,18]</ce:cross-refs><ce:display><ce:formula id="eq0011"><ce:label>(11)</ce:label><mml:math altimg="si39.svg"><mml:mrow><mml:msub><mml:mi>m</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mo>&#x003C;</mml:mo><mml:mi>cos</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mn>4</mml:mn><mml:mi>ϕ</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">&#x003E;</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></ce:formula></ce:display>where <ce:italic>ϕ</ce:italic> denotes the orientation of the global magnetization vector <mml:math altimg="si40.svg"><mml:mover accent="true"><mml:mi>m</mml:mi><mml:mo>→</mml:mo></mml:mover></mml:math>. The quantity <ce:italic>m</ce:italic><ce:inf>4</ce:inf> has a finite value when <ce:italic>ϕ</ce:italic> is locked in discrete angles <mml:math altimg="si41.svg"><mml:mrow><mml:mi>n</mml:mi><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mi>π</mml:mi></mml:mrow><mml:mn>4</mml:mn></mml:mfrac></mml:mrow></mml:math>, but vanishes when the angles are uniformly distributed.</ce:para></ce:section><ce:section id="sec0003" view="all"><ce:label>3</ce:label><ce:section-title id="sctt0006">Simulated results</ce:section-title><ce:section id="sec0004" view="all"><ce:label>3.1</ce:label><ce:section-title id="sctt0007">Strong anisotropy</ce:section-title><ce:para id="p0023"><ce:cross-ref id="crf0022" refid="fig0001">Fig. 1</ce:cross-ref><ce:float-anchor refid="fig0001"/> presents the temperature dependence of several physical quantities, including energy (a), specific heat (b), magnetization (c), susceptibility (d), Binder ratio (e), temperature derivative of Binder ratio (f), correlation length ratio (g), and <ce:italic>Z</ce:italic><ce:inf>4</ce:inf>-symmetric magnetization (h) for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>. The energy <ce:italic>E</ce:italic> varies continuously throughout the transition region but exhibits a change in slope near <ce:italic>T</ce:italic> ≈ 1.01. Specific heat <ce:italic>C</ce:italic> exhibits cusp-shaped peaks that sharpen with increasing system size <ce:italic>L</ce:italic>, consistent with previous studies <ce:cross-ref id="crf0023" refid="bib0012">[12]</ce:cross-ref>. For <mml:math altimg="si24.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:math> and 5, <ce:italic>C</ce:italic> becomes more size-dependent and tends toward a logarithmic divergence similar to that of the four-state clock model. In the strong-anisotropy regime, this behavior agrees with previous results for the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model in the triangular lattice <ce:cross-ref id="crf0024" refid="bib0007">[7]</ce:cross-ref> and the four-state clock model in the square lattice <ce:cross-refs id="crfs0008" refid="bib0019 bib0020">[19,20]</ce:cross-refs>, indicating a second-order phase transition. Magnetization <ce:italic>m</ce:italic> continuously decreases from a finite value at low temperatures to zero near <ce:italic>T</ce:italic> ≈ 1.01, indicative of second-order phase transitions. The susceptibility <ce:italic>χ</ce:italic> also exhibits a single peak that grows with system size. These results resemble previous studies of the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model in a triangular lattice <ce:cross-ref id="crf0025" refid="bib0006">[6]</ce:cross-ref>.</ce:para><ce:para id="p0024">Binder ratio <ce:italic>g</ce:italic> curves for different system sizes intersect at a single point. This crossing behavior further supports the presence of a continuous phase transition. The temperature derivative of the Binder ratio shows a sharp divergent peak near <mml:math altimg="si42.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.01</mml:mn></mml:mrow></mml:math>, characteristic of a continuous transition with a finite correlation length exponent <ce:italic>ν</ce:italic>. From the dip temperature <ce:italic>T<ce:inf>c</ce:inf></ce:italic>(<ce:italic>L</ce:italic>) of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> for each system size <ce:italic>L</ce:italic>, and fitting using <ce:cross-ref id="crf0026" refid="eq0012">Eq. (12)</ce:cross-ref> and performing a <ce:italic>χ</ce:italic><ce:sup>2</ce:sup>-analysis, we obtain <mml:math altimg="si43.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.013</mml:mn><mml:mo>±</mml:mo><mml:mn>0.001</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si44.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.228</mml:mn><mml:mo>±</mml:mo><mml:mn>0.025</mml:mn></mml:mrow></mml:math> for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>.<ce:display><ce:formula id="eq0012"><ce:label>(12)</ce:label><mml:math altimg="si45.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>L</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">=</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">+</mml:mo><mml:mi>a</mml:mi><mml:msup><mml:mi>L</mml:mi><mml:mrow><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>/</mml:mo><mml:mi>ν</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math></ce:formula></ce:display></ce:para><ce:para id="p0025">The correlation length ratio <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> for different sizes also crosses near <ce:italic>T</ce:italic> ≈ 1.01. This behavior is consistent with a specific case of the 2D XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf><ce:italic>h</ce:italic><ce:inf>8</ce:inf> model <ce:cross-ref id="crf0027" refid="bib0012">[12]</ce:cross-ref> and similar to that observed in the 2D Ising and 2D four-state clock models <ce:cross-refs id="crfs0009" refid="bib0020 bib0021">[20,21]</ce:cross-refs>, further confirming a second-order phase transition. From the crossing temperature <ce:italic>T<ce:inf>c</ce:inf></ce:italic>(<ce:italic>L</ce:italic>) for each pair of system sizes <ce:italic>L</ce:italic> and 2<ce:italic>L</ce:italic>, and fitting using <ce:cross-ref id="crf0028" refid="eq0012">Eq. (12)</ce:cross-ref> and performing a <ce:italic>χ</ce:italic><ce:sup>2</ce:sup>-analysis, we obtain <mml:math altimg="si42.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.01</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si46.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.17</mml:mn></mml:mrow></mml:math> for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>. We also perform a scaling collapse of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic>, using the scaling form <mml:math altimg="si47.svg"><mml:mrow><mml:mi>ξ</mml:mi><mml:mo linebreak="goodbreak">/</mml:mo><mml:mi>L</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>f</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:msup><mml:mi>L</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>/</mml:mo><mml:mi>ν</mml:mi></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math>, where <ce:italic>f</ce:italic> is the scaling function and <mml:math altimg="si48.svg"><mml:mrow><mml:mi>t</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>T</mml:mi><mml:mo linebreak="goodbreak">/</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math> is the reduced temperature. This analysis yields a <mml:math altimg="si49.svg"><mml:mrow><mml:mi>T</mml:mi><mml:mi>c</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.01</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si50.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.22</mml:mn></mml:mrow></mml:math>. A similar scaling collapse figure for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math> was presented in our previous work <ce:cross-ref id="crf0029" refid="bib0012">[12]</ce:cross-ref>. These values are consistent with the estimates obtained from the analysis of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic>, as well as with previous estimates from the analysis of <ce:italic>m</ce:italic> <ce:cross-refs id="crfs0010" refid="bib0005 bib0007">[5,7]</ce:cross-refs>.</ce:para><ce:para id="p0026">The <ce:italic>Z</ce:italic><ce:inf>4</ce:inf>-symmetric magnetization <ce:italic>m</ce:italic><ce:inf>4</ce:inf> also shows a distinct crossing near <ce:italic>T<ce:inf>c</ce:inf></ce:italic> ≈ 1.01, consistent with estimates from <ce:italic>dg</ce:italic>/<ce:italic>dT, ξ</ce:italic>/<ce:italic>L</ce:italic>. Below <ce:italic>T<ce:inf>c</ce:inf>, m</ce:italic><ce:inf>4</ce:inf> increases with system size, while above <ce:italic>T<ce:inf>c</ce:inf></ce:italic>, it vanishes. This indicates that for <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>, the four-fold anisotropy strongly influences the critical behavior.</ce:para><ce:para id="p0027">We note that the present analysis differs substantially from our previous work <ce:cross-ref id="crf0030" refid="bib0012">[12]</ce:cross-ref>. While our earlier study of the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf><ce:italic>h</ce:italic><ce:inf>8</ce:inf> model focused on the interplay between <ce:italic>h</ce:italic><ce:inf>4</ce:inf> and <ce:italic>h</ce:italic><ce:inf>8</ce:inf> anisotropies, the case <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>, <mml:math altimg="si51.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>8</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math> was included primarily as a reference point for understanding how the additional <ce:italic>h</ce:italic><ce:inf>8</ce:inf> field modifies the nature of the phase transition. In contrast, the present work is specifically devoted to resolving the long-standing question of whether the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model with weak anisotropy exhibits a KT transition or a second-order phase transition. Here, the strong-anisotropy case, <mml:math altimg="si1.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math>, is included mainly as a reference point for comparison with the weak-anisotropy regime.</ce:para></ce:section><ce:section id="sec0005" view="all"><ce:label>3.2</ce:label><ce:section-title id="sctt0008">Weak anisotropy</ce:section-title><ce:para id="p0028"><ce:cross-ref id="crf0031" refid="fig0002">Fig. 2</ce:cross-ref><ce:float-anchor refid="fig0002"/> shows the temperature dependence of energy (a) and specific heat (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. The energy varies smoothly across the entire temperature range without exhibiting any singularity or discontinuity. The specific heat <ce:italic>C</ce:italic> exhibits a size-independent rounded peak at <ce:italic>T</ce:italic> ≈ 1.0 for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math> and other weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf>. This behavior is characteristic of the pure XY model undergoing a KT transition and suggests KT-like behavior in finite systems for weak anisotropy. This contrasts with the expectation of RG that any finite <ce:italic>h</ce:italic><ce:inf>4</ce:inf> should suppress the KT transition and lead to a single continuous transition.</ce:para><ce:para id="p0029"><ce:cross-ref id="crf0032" refid="fig0003">Fig. 3</ce:cross-ref><ce:float-anchor refid="fig0003"/> shows the temperature dependence of magnetization (a) and susceptibility (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. Magnetization <ce:italic>m</ce:italic> exhibits three distinct behaviors in the temperature range. It is nearly size-independent at low temperatures <ce:italic>T</ce:italic> &#x003C; 0.5 (ferromagnetic phase), shows a different size dependence at intermediate temperatures 0.5 &#x003C; <ce:italic>T</ce:italic> &#x003C; 0.9 (suggestive of a KT phase) and vanishes at high temperatures <ce:italic>T</ce:italic> &#x003E; 0.9 (paramagnetic phase). This behavior is similar to that reported for the XY<ce:italic>h</ce:italic><ce:inf>6</ce:inf> model, where the existence of a KT phase has been confirmed by both MC simulations and RG analysis <ce:cross-refs id="crfs0011" refid="bib0006 bib0007">[6,7]</ce:cross-refs>. The susceptibility exhibits a peak near <ce:italic>T</ce:italic> ≈ 0.95 and a shoulder around <ce:italic>T</ce:italic> ≈ 0.7, with the latter expected to develop into a peak for larger <ce:italic>L</ce:italic>. The presence of these two features suggests the possibility of two phase transitions for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>, consistent with previous numerical studies of the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model in a triangular lattice <ce:cross-ref id="crf0033" refid="bib0007">[7]</ce:cross-ref> and the XY<ce:italic>h</ce:italic><ce:inf>6</ce:inf> model in a square lattice <ce:cross-ref id="crf0034" refid="bib0006">[6]</ce:cross-ref>. However, as seen in <ce:cross-ref id="crf0035" refid="fig0003">Fig. 3</ce:cross-ref>(b), it is difficult to determine whether the shoulder temperature corresponds to a true phase transition, so we further analyze other quantities to clarify the nature of this feature.</ce:para><ce:para id="p0030"><ce:cross-ref id="crf0036" refid="fig0004">Fig. 4</ce:cross-ref><ce:float-anchor refid="fig0004"/> shows the temperature dependence of the Binder ratio (a) and its zoomed-out view (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. As <ce:italic>L</ce:italic> increases, the Binder ratio <ce:italic>g</ce:italic> approaches 1 in the low-temperature region (<ce:italic>T</ce:italic> &#x003C; 0.7) and decreases toward 0 in the high-temperature region (<ce:italic>T</ce:italic> &#x003E; 0.93). In the intermediate range (0.7 &#x003C; <ce:italic>T</ce:italic> &#x003C; 0.9), the <ce:italic>g</ce:italic> curves for different <ce:italic>L</ce:italic> tend to merge rather than cross, in contrast to the single crossing observed for strong <ce:italic>h</ce:italic><ce:inf>4</ce:inf>. This merging behavior is often interpreted as a finite-size signature of a KT phase and has been reported in other models that exhibit the KT phase, such as the 2D TIAFF model <ce:cross-ref id="crf0037" refid="bib0022">[22]</ce:cross-ref> and the 2D dimer model <ce:cross-ref id="crf0038" refid="bib0023">[23]</ce:cross-ref>. Rastelli et al. also analyzed <ce:italic>g</ce:italic>(<ce:italic>L</ce:italic>)/<ce:italic>g</ce:italic>(<ce:italic>L</ce:italic>′) ≈ 1 as evidence for KT phase behavior in XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> at intermediate temperatures for weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> <ce:cross-ref id="crf0039" refid="bib0007">[7]</ce:cross-ref>. Venus et al. also claimed that XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> exhibits finite-size KT transition <ce:cross-ref id="crf0040" refid="bib0024">[24]</ce:cross-ref>. Here, the merging of <ce:italic>g</ce:italic>(<ce:italic>L</ce:italic>) suggests <mml:math altimg="si52.svg"><mml:mrow><mml:mi>g</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>L</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>g</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>L</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math>, implying two distinct KT-like transitions for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. However, the merging points of <ce:italic>g</ce:italic> for size pairs (48, 96), (64, 128), (96, 192), and (128, 256) occur approximately 0.63, 0.66, 0.685, and 0.7, respectively, and shift to higher temperatures as <ce:italic>L</ce:italic> increases.</ce:para><ce:para id="p0031">To probe the critical behavior in the thermodynamic limit, we examined the temperature derivative of the Binder ratio, <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic>, shown in <ce:cross-ref id="crf0041" refid="fig0005">Fig. 5</ce:cross-ref><ce:float-anchor refid="fig0005"/>. <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> exhibits two negative dips at <ce:italic>T</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>) and <ce:italic>T</ce:italic><ce:inf>2</ce:inf>(<ce:italic>L</ce:italic>), with <ce:italic>T</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>) shifting to higher temperatures and <ce:italic>T</ce:italic><ce:inf>2</ce:inf>(<ce:italic>L</ce:italic>) to lower temperatures as <ce:italic>L</ce:italic> increases.</ce:para><ce:para id="p0032">To analyze the nature of the lower dip in the derivative temperature of the Binder ratio, <ce:italic>T</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>), we attempted to fit its scaling behavior using both KT and second-order transition forms for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math> and other weak value <ce:italic>h</ce:italic><ce:inf>4</ce:inf>. The KT scaling relation, <mml:math altimg="si53.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>K</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>L</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo linebreak="goodbreak">=</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>K</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:msub><mml:mo linebreak="goodbreak">+</mml:mo><mml:msup><mml:mi>c</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>K</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:msub><mml:mo linebreak="goodbreak">/</mml:mo><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>ln</mml:mi><mml:mi>b</mml:mi><mml:mi>L</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math>, proved to be highly unstable. The fits are extremely sensitive to initial seeds and fitting ranges, failing to converge to a unique value. Similarly, a second-order power-law fit, using <ce:cross-ref id="crf0042" refid="eq0012">Eq. (12)</ce:cross-ref>, failed to provide a consistent description yielding in a <ce:italic>T</ce:italic><ce:inf>1</ce:inf> estimate that exceeded the corresponding <ce:italic>T</ce:italic><ce:inf>2</ce:inf> value obtained from higher-temperature dip. These instabilities indicate that <ce:italic>T</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>) is not a signature of a true thermodynamic phase transition. Furthermore, analysis of the inverse depth 1/<ce:italic>h</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>) as a function of 1/<ce:italic>L</ce:italic> reveals a linear trend for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math> and other weak values <ce:italic>h</ce:italic><ce:inf>4</ce:inf> [<ce:cross-ref id="crf0043" refid="fig0006">Fig. 6</ce:cross-ref><ce:float-anchor refid="fig0006"/>(b)]. Based on the scaling relation <mml:math altimg="si54.svg"><mml:mrow><mml:msub><mml:mrow><mml:mi>d</mml:mi><mml:mi>g</mml:mi><mml:mo>/</mml:mo><mml:mi>d</mml:mi><mml:mi>T</mml:mi><mml:mo>|</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>L</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:msub><mml:mo>∼</mml:mo><mml:msup><mml:mi>L</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>/</mml:mo><mml:mi>ν</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math>, this indicates that <ce:italic>ν</ce:italic> remains finite, a hallmark of second-order transitions. In addition, <ce:italic>h</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>) does not diverge as <ce:italic>L</ce:italic> → ∞, indicating that <ce:italic>T</ce:italic><ce:inf>1</ce:inf>(<ce:italic>L</ce:italic>) does not correspond to a true phase transition. These results show that the 2D XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model does not exhibit a KT transition in the thermodynamic limit. Instead, finite-size effects and slow crossovers can produce KT-like features in systems with weak anisotropy, explaining the behavior observed in susceptibility and in previous simulations <ce:cross-ref id="crf0044" refid="bib0007">[7]</ce:cross-ref>.</ce:para><ce:para id="p0033">From the dip temperature <ce:italic>T</ce:italic><ce:inf>2</ce:inf>(<ce:italic>L</ce:italic>) of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> for different system sizes <ce:italic>L</ce:italic>, fitting with <ce:cross-ref id="crf0045" refid="eq0012">Eq. (12)</ce:cross-ref>, and performing a <ce:italic>χ</ce:italic><ce:sup>2</ce:sup>-analysis in <ce:cross-ref id="crf0046" refid="fig0007">Fig. 7</ce:cross-ref><ce:float-anchor refid="fig0007"/>, we obtain <mml:math altimg="si3.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.902</mml:mn><mml:mo>±</mml:mo><mml:mn>0.020</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si4.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.82</mml:mn><mml:mo>±</mml:mo><mml:mn>0.29</mml:mn></mml:mrow></mml:math> for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>.</ce:para><ce:para id="p0034"><ce:cross-ref id="crf0047" refid="fig0008">Fig. 8</ce:cross-ref><ce:float-anchor refid="fig0008"/> presents the temperature dependence of the correlation length ratio <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> in panel (a), along with a zoomed-out view in panel (b), for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. While other observables in finite systems display KT-like features, the <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> curves gradually increase at low temperatures (<ce:italic>T</ce:italic> &#x003C; 0.75) and decrease towards zero at high temperatures (<ce:italic>T</ce:italic> &#x003E; 0.9). In the intermediate range (0.75 &#x003C; <ce:italic>T</ce:italic> &#x003C; 0.9), the curves <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> seem to merge, a behavior typically associated with KT phases and consistent with other observations. However, a closer analysis of each pair of system sizes reveals distinct crossing points that shift slightly toward higher temperatures as <ce:italic>L</ce:italic> increases. Specifically, the crossing points of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> for the size pairs (16, 32), (32, 64), (64, 128), (128, 256), and (256, 512) occur at approximately 0.822, 0.840, 0.853, 0.862, and 0.867, respectively. These crossings exhibit a systematic trend and appear to converge toward a transition point in the thermodynamic limit, strongly indicating a second-order phase transition at <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>.</ce:para><ce:para id="p0035">From the crossing temperature <ce:italic>T<ce:inf>c</ce:inf></ce:italic>(<ce:italic>L</ce:italic>) of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> for pair of system sizes <ce:italic>L</ce:italic> and 2<ce:italic>L</ce:italic>, fitting with <ce:cross-ref id="crf0048" refid="eq0012">Eq. (12)</ce:cross-ref>, and performing a <ce:italic>χ</ce:italic><ce:sup>2</ce:sup>-analysis in <ce:cross-ref id="crf0049" refid="fig0009">Fig. 9</ce:cross-ref><ce:float-anchor refid="fig0009"/>, we obtain <mml:math altimg="si5.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.878</mml:mn><mml:mo>±</mml:mo><mml:mn>0.013</mml:mn></mml:mrow></mml:math> and <mml:math altimg="si6.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>1.66</mml:mn><mml:mo>±</mml:mo><mml:mn>0.75</mml:mn></mml:mrow></mml:math> for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. The discrepancy between the crossing temperatures obtained from <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> and those extracted from the dip temperatures of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> reflects strong finite-size effects in the weak-anisotropy regime. In this regime, <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> exhibits a slow crossover from KT-like behavior at small system sizes to second-order behavior at larger length scales. As a result, the crossing points of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> are not sharply defined and show shift with the system size, leading to significant uncertainty in the critical temperature and exponent. Moreover, similar crossing behavior is observed for other weak anisotropy values <mml:math altimg="si55.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.001</mml:mn><mml:mo>,</mml:mo><mml:mn>0.005</mml:mn><mml:mo>,</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math>, indicating that the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model undergoes a second-order phase transition even in the weak anisotropy regime. This finding contrasts with the behavior of the Binder ratio in finite-size KT transitions at weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf>. The distinct crossing points and scaling behavior of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> in our results therefore provide compelling evidence against KT-type criticality and instead support a second-order transition with non-universal exponents. The scaling collapse of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math> is less satisfactory and does not yield a unique universal curve within the present range of system sizes. We attribute this lack of scaling to the marginal relevance of the four-fold anisotropy. At these length scales, the system is still undergoing a crossover from a <ce:italic>O</ce:italic>(2)-like (where <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic> curves tend to merge) toward a <ce:italic>Z</ce:italic><ce:inf>4</ce:inf>-dominated (where distinct crossings emerge).</ce:para><ce:para id="p0036"><ce:cross-ref id="crf0050" refid="fig0010">Fig. 10</ce:cross-ref><ce:float-anchor refid="fig0010"/> shows the temperature dependence of the <ce:italic>Z</ce:italic><ce:inf>4</ce:inf>-symmetric magnetization <ce:italic>m</ce:italic><ce:inf>4</ce:inf> in panel (a) and a zoomed-out view in panel (b) for <mml:math altimg="si2.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math>. The <ce:italic>m</ce:italic><ce:inf>4</ce:inf> curves for different system sizes <ce:italic>L</ce:italic> exhibit cross behavior, with the crossing points shifting slightly above <ce:italic>T<ce:inf>c</ce:inf></ce:italic> toward <ce:italic>T<ce:inf>c</ce:inf></ce:italic> as <ce:italic>L</ce:italic> increases. For <ce:italic>T</ce:italic> &#x003E; <ce:italic>T<ce:inf>c</ce:inf>, m</ce:italic><ce:inf>4</ce:inf> decreases toward zero, while for <ce:italic>T</ce:italic> &#x003C; <ce:italic>T<ce:inf>c</ce:inf>, m</ce:italic><ce:inf>4</ce:inf> increases significantly with increasing <ce:italic>L</ce:italic>. This behavior is similar to that observed in the 3D XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model, which undergoes a second-order phase transition <ce:cross-refs id="crfs0012" refid="bib0010 bib0025">[10,25]</ce:cross-refs>. Furthermore, the values of <ce:italic>m</ce:italic><ce:inf>4</ce:inf>(<ce:italic>L</ce:italic>) (<ce:cross-ref id="crf0051" refid="fig0010">Fig. 10</ce:cross-ref>(a)) exceed those of <ce:italic>m</ce:italic>(<ce:italic>L</ce:italic>) (<ce:cross-ref id="crf0052" refid="fig0003">Fig. 3</ce:cross-ref>(a)) at low temperatures. The crossover temperature <ce:italic>T</ce:italic>*(<ce:italic>L</ce:italic>) shifts upward with increasing <ce:italic>L</ce:italic>, from <ce:italic>T</ce:italic> ≈ 0.343 for <mml:math altimg="si56.svg"><mml:mrow><mml:mi>L</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>32</mml:mn></mml:mrow></mml:math>, to <ce:italic>T</ce:italic> ≈ 0.51 for <mml:math altimg="si57.svg"><mml:mrow><mml:mi>L</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>64</mml:mn></mml:mrow></mml:math>, to <ce:italic>T</ce:italic> ≈ 0.613 for <mml:math altimg="si58.svg"><mml:mrow><mml:mi>L</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>128</mml:mn></mml:mrow></mml:math>, and to <ce:italic>T</ce:italic> ≈ 0.685 for <mml:math altimg="si59.svg"><mml:mrow><mml:mi>L</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>256</mml:mn></mml:mrow></mml:math>. This behavior is consistent with the prediction of RG that the four-fold anisotropy <ce:italic>h</ce:italic><ce:inf>4</ce:inf> acts as a marginally relevant perturbation <ce:cross-refs id="crfs0013" refid="bib0001 bib0010">[1,10]</ce:cross-refs>. At small length scales, the effective strength of <ce:italic>h</ce:italic><ce:inf>4</ce:inf> is weak, and the system effectively samples the continuous <ce:italic>O</ce:italic>(2) symmetry of the <ce:italic>XY</ce:italic> model. However, as the system is coarse-grained to larger scales <ce:italic>L</ce:italic>, the anisotropy grows under RG flow, and the discrete symmetry <ce:italic>Z</ce:italic><ce:inf>4</ce:inf> becomes increasingly dominant. This defines a characteristic length scale <ce:italic>L</ce:italic>*(<ce:italic>T</ce:italic>) at which the system becomes sensitive to the symmetry-breaking field. For <ce:italic>L</ce:italic> &#x003E; <ce:italic>L</ce:italic>*, the spins become increasingly locked into the four preferred directions, causing <ce:italic>m</ce:italic><ce:inf>4</ce:inf> to dominate over the continuous magnetization <ce:italic>m</ce:italic>. The emergence of discrete dominance at larger <ce:italic>L</ce:italic> is also consistent with the observed crossing behavior of <ce:italic>ξ</ce:italic>/<ce:italic>L</ce:italic>, indicating a crossover from <ce:italic>O</ce:italic>(2)-like behavior toward a discrete <ce:italic>Z</ce:italic><ce:inf>4</ce:inf> universality class.</ce:para></ce:section><ce:section id="sec0006" view="all"><ce:label>3.3</ce:label><ce:section-title id="sctt0009">Phase diagram</ce:section-title><ce:para id="p0037"><ce:cross-ref id="crf0053" refid="fig0011">Fig. 11</ce:cross-ref><ce:float-anchor refid="fig0011"/> (a) presents the phase diagram of <mml:math altimg="si10.svg"><mml:mrow><mml:mi>T</mml:mi><mml:mo linebreak="goodbreak">−</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub></mml:mrow></mml:math> for <mml:math altimg="si60.svg"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.001</mml:mn><mml:mo>,</mml:mo><mml:mn>0.005</mml:mn><mml:mo>,</mml:mo><mml:mn>0.01</mml:mn><mml:mo>,</mml:mo><mml:mn>0.05</mml:mn><mml:mo>,</mml:mo><mml:mn>0.1</mml:mn><mml:mo>,</mml:mo><mml:mn>0.5</mml:mn><mml:mo>,</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math> and 5. The critical temperature <ce:italic>T<ce:inf>c</ce:inf></ce:italic> is determined from the dip temperature <ce:italic>T</ce:italic><ce:inf>2</ce:inf>(<ce:italic>L</ce:italic>) of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic> for each value <ce:italic>h</ce:italic><ce:inf>4</ce:inf>. For <ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≥ 0.1, <ce:italic>T<ce:inf>c</ce:inf></ce:italic> increases with increasing <ce:italic>h</ce:italic><ce:inf>4</ce:inf>, reflecting that the anisotropy becomes strong enough to dominate over the exchange interaction between neighboring spins. This is consistent with previous numerical results <ce:cross-refs id="crfs0014" refid="bib0001 bib0005 bib0007">[1,5,7]</ce:cross-refs>. For 0.001 ≤ <ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≤ 0.1, <ce:italic>T<ce:inf>c</ce:inf></ce:italic> tend to approach the values of <mml:math altimg="si61.svg"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>K</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:msub><mml:mo linebreak="goodbreak">=</mml:mo><mml:mn>0.893</mml:mn></mml:mrow></mml:math> in the pure XY model as <ce:italic>h</ce:italic><ce:inf>4</ce:inf> → 0, suggesting a competition between the intrinsic XY behavior and weak anisotropy.</ce:para><ce:para id="p0038"><ce:cross-ref id="crf0054" refid="fig0011">Fig. 11</ce:cross-ref> (b) shows the phase diagram of <ce:italic>ν</ce:italic> as a function of <ce:italic>h</ce:italic><ce:inf>4</ce:inf> for the same set of anisotropy values. The critical exponent <ce:italic>ν</ce:italic> is obtained from analysis of the dip temperature <ce:italic>T</ce:italic><ce:inf>2</ce:inf>(<ce:italic>L</ce:italic>) of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic>. For <ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≥ 0.5, <ce:italic>ν</ce:italic> is found to scale approximately linearly with 1/<ce:italic>h</ce:italic><ce:inf>4</ce:inf>, in agreement with previous studies <ce:cross-refs id="crfs0015" refid="bib0001 bib0005">[1,5]</ce:cross-refs>. For <ce:italic>h</ce:italic><ce:inf>4</ce:inf> &#x003C; 0.5, <ce:italic>ν</ce:italic> remains finite, which supports a second-order phase transition rather than a KT transition.</ce:para><ce:para id="p0039">The interplay between vorticity and four-fold anisotropy in the 2D XY model leads to a competition that prevents immediate recovery of Ising-like scaling for weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf>. Instead, the anisotropy acts as a marginal perturbation, generating a line of fixed points that emerges from the vortex-free KT point. Along this line, commonly associated with the Ashkin–Teller universality class, the system exhibits continuously varying (non-universal) critical properties <ce:cross-ref id="crf0055" refid="bib0026">[26]</ce:cross-ref>. From this perspective, the variation of <ce:italic>ν</ce:italic> observed in our results can be interpreted as reflecting the position of the system along this critical line. Consequently, our results for <ce:italic>ν</ce:italic> provide qualitative support for an Ashkin–Teller–like scenario in the XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model.</ce:para><ce:para id="p0040">The continuous evolution of <ce:italic>ν</ce:italic> with <ce:italic>h</ce:italic><ce:inf>4</ce:inf> can be related to the experimentally observed ”universal window,” where effective critical exponents lie between the Ising and XY limits, as discussed in previous work via the ”weak universality hypothesis”. However, we emphasize that our estimates of <ce:italic>ν</ce:italic>, obtained from the dip temperatures <ce:italic>T</ce:italic><ce:inf>2</ce:inf>(<ce:italic>L</ce:italic>) of <ce:italic>dg</ce:italic>/<ce:italic>dT</ce:italic>, are still affected by strong finite-size effects in the weak-anisotropy regime. A more definitive characterization of the dependence of <ce:italic>ν</ce:italic> on <ce:italic>h</ce:italic><ce:inf>4</ce:inf> (e.g., possible logarithmic behavior) would require simulations in significantly larger system sizes. Moreover, since the critical exponent <ce:italic>β</ce:italic> is not determined in the present study, we cannot examine ratios <ce:italic>β</ce:italic>/<ce:italic>ν</ce:italic> to test the ”weak universality hypothesis”. Therefore, while our results are qualitatively consistent with the ”universal window”, they are not sufficient to establish it quantitatively.</ce:para></ce:section></ce:section><ce:section id="sec0007" view="all" role="discussion"><ce:label>4</ce:label><ce:section-title id="sctt0010">Discussion</ce:section-title><ce:para id="p0041">Our Monte Carlo simulations shed light on the nature of the phase transition in the 2D XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model, addressing the long-standing tension between theoretical predictions and numerical results. The key outcome is that, although finite-size effects for weak four-fold anisotropy (e.g., <ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≤ 0.1) may resemble KT-like behavior <ce:cross-refs id="crfs0016" refid="bib0006 bib0007">[6,7]</ce:cross-refs>, the system ultimately exhibits a second-order phase transition in the thermodynamic limit across the entire range of <ce:italic>h</ce:italic><ce:inf>4</ce:inf> studied.</ce:para><ce:para id="p0042">For strong anisotropy (<ce:italic>h</ce:italic><ce:inf>4</ce:inf> &#x003E; 0.1), the transition clearly belongs to the second-order universality class, with critical exponents approaching those of the 2D Ising model. This is supported by the diverging specific heat and susceptibility peaks and the characteristic single crossing of the Binder ratio, correlation length ratio curves.</ce:para><ce:para id="p0043">The regime of weak anisotropy (<ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≤ 0.1) is more subtle. Previous Monte Carlo work identified a ”bubble of KT phase” for weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> <ce:cross-refs id="crfs0017" refid="bib0006 bib0007">[6,7]</ce:cross-refs>, where quantities like specific heat and magnetization exhibit features akin to those seen in pure XY models near a KT transition (e.g., rounded, size-independent specific heat peaks) <ce:cross-refs id="crfs0018" refid="bib0006 bib0007">[6,7]</ce:cross-refs>. This apparent KT-like region was attributed to finite-size effects or slow crossover dynamics <ce:cross-ref id="crf0056" refid="bib0024">[24]</ce:cross-ref>. Our finite-size results for specific heat, magnetization, susceptibility, and Binder ratio align with these observations. However, a deeper analysis of critical behavior in the thermodynamic limit contradicts the KT scenario. The temperature derivative of the Binder ratio reveals a two-peak structure for weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf>, the low-temperature peak remains finite (suggesting <mml:math altimg="si62.svg"><mml:mrow><mml:mi>ν</mml:mi><mml:mo linebreak="goodbreak">=</mml:mo><mml:mi>∞</mml:mi></mml:mrow></mml:math> as in KT), but the divergent high-temperature peak signals a continuous second-order transition. Furthermore, the correlation length ratio and <ce:italic>Z</ce:italic><ce:inf>4</ce:inf> symmetric magnetization, even at the smallest <ce:italic>h</ce:italic><ce:inf>4</ce:inf>, exhibit scaling consistent with second-order behavior rather than the exponential divergence and quasi-long-range order expected for KT. Our numerical results suggest that KT-like features observed at weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> arise from finite-size effects or slow crossovers. In the thermodynamic limit, the transition is second-order, consistent with renormalization group predictions of non-universal exponents for XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> <ce:cross-ref id="crf0057" refid="bib0001">[1]</ce:cross-ref>.</ce:para></ce:section><ce:section id="sec0008" view="all" role="conclusion"><ce:label>5</ce:label><ce:section-title id="sctt0011">Conclusions</ce:section-title><ce:para id="p0044">We performed extensive Monte Carlo simulations of the two-dimensional XY model with four-fold anisotropy (XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf>) to investigate its critical behavior in a wide range of anisotropy strengths (<ce:italic>h</ce:italic><ce:inf>4</ce:inf>). For large values of <ce:italic>h</ce:italic><ce:inf>4</ce:inf> (<ce:italic>h</ce:italic><ce:inf>4</ce:inf> &#x003E; 0.1), our results consistently demonstrate a second-order phase transition. The critical exponent <ce:italic>ν</ce:italic> approaches the 2D Ising value of 1 as <ce:italic>h</ce:italic><ce:inf>4</ce:inf> → ∞. For weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> (<ce:italic>h</ce:italic><ce:inf>4</ce:inf> ≤ 0.1), where some previous studies have suggested the presence of a KT phase in both finite and infinite systems, our detailed finite-size scaling analysis points to a different conclusion. Although finite-size systems may exhibit complex features, such as multiple peaks in the temperature derivative of the Binder ratio, our data show that the low-temperature peak does not diverge, and with increasing system size, these peaks tend to merge into a single, diverging high-temperature peak. This, combined with the consistent second-order scaling behavior of the correlation length ratio, strongly supports the conclusion that the 2D XY<ce:italic>h</ce:italic><ce:inf>4</ce:inf> model undergoes a second-order phase transition for weak finite <ce:italic>h</ce:italic><ce:inf>4</ce:inf> in the thermodynamic limit, with non-universal, continuously varying critical exponents. The KT-like features observed at weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> are most likely finite-size effects or slow crossovers. These effects cause the system to appear XY-like at finite length scales, before the underlying second-order transition with non-universal exponents becomes dominant. Future work should focus on understanding the crossover scaling behavior in the weak <ce:italic>h</ce:italic><ce:inf>4</ce:inf> regime more quantitatively to bridge the gap between theoretical predictions and experimental observations of the ”universal window” for critical exponents.</ce:para></ce:section><ce:section id="sec0008a" view="all"><ce:section-title id="sctt0011a">CRediT authorship contribution statement</ce:section-title><ce:para id="p0044a"><ce:bold>Truong Thi Bach Yen:</ce:bold> Writing – original draft, Conceptualization. <ce:bold>Le Thi Thao Vien:</ce:bold> Formal analysis. <ce:bold>Nguyen Tri Tuan:</ce:bold> Visualization. <ce:bold>Dinh Manh Tien:</ce:bold> Resources. <ce:bold>Nguyen Duc Dung:</ce:bold> Validation. <ce:bold>Hoang Mai Anh:</ce:bold> Investigation. <ce:bold>Tran Truong Giang:</ce:bold> Data curation. <ce:bold>Nguyen Vo Nguyen Huy:</ce:bold> Methodology. <ce:bold>Le Chi Luan:</ce:bold> Software. <ce:bold>Duong Xuan Nui:</ce:bold> Writing – review &#x0026; editing. <ce:bold>Dao Xuan Viet:</ce:bold> Supervision.</ce:para></ce:section></ce:sections><ce:conflict-of-interest id="sec0009"><ce:section-title id="sctt0012">Declaration of competing interest</ce:section-title><ce:para id="p0045">The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.</ce:para></ce:conflict-of-interest><ce:acknowledgment id="ack0001"><ce:section-title id="sctt0013">Acknowledgments</ce:section-title><ce:para id="p0046">This research was funded by the Ministry of Education and Training under Grant No. B2023-BKA-19. 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