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In this work, we employ a scalable, high-accuracy atomistic simulation framework that integrates an intralayer machine-learned interatomic potential with a registry-dependent interlayer interaction model to investigate in-plane thermal transport in porous 2D graphitic carbon nitride (g-C3N4). Unlike typical layered materials such as graphene, h-BN, and MoS2, which often exhibit pronounced thickness-dependent thermal transport, g-C3N4 displays nearly unchanged in-plane thermal conductivity from monolayer to trilayer. Heat-current vector analysis reveals that intrinsic nanopores and their boundaries strongly disrupt the in-plane heat-flow network, thereby confining the mean free paths of low-frequency phonons down to the nanometer scale. Consequently, the additional interlayer coupling introduced by increasing layer number exerts only a limited influence on the overall in-plane thermal transport. These results clarify the physical origin of thickness-insensitive in-plane thermal transport in porous 2D materials and provide a mechanistic basis for thermal management through nanopore engineering.<\/jats:p>","DOI":"10.1021\/acsami.6c10149","type":"journal-article","created":{"date-parts":[[2026,9,27]],"date-time":"2026-09-27T17:01:41Z","timestamp":1790528501000},"page":"53783-53794","source":"Crossref","is-referenced-by-count":0,"title":["Nanopore-Induced Thickness Independence of In-Plane Thermal Transport in Few-Layer Graphitic Carbon Nitride"],"prefix":"10.1021","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-7474-6226","authenticated-orcid":true,"given":"Wenwu","family":"Jiang","sequence":"first","affiliation":[{"name":"University of Science and Technology of China , , , ,","place":["Hefei, Anhui, China, 230026"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-6881-3415","authenticated-orcid":true,"given":"Hekai","family":"Bu","sequence":"additional","affiliation":[{"name":"Wuhan University , , , ,","place":["Wuhan, Hubei, China, 430072"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7179-371X","authenticated-orcid":true,"given":"Xin","family":"Wu","sequence":"additional","affiliation":[{"name":"The University of Tokyo , , ,","place":["Tokyo, Japan, 153-8505"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3706-4836","authenticated-orcid":true,"given":"Masahiro","family":"Nomura","sequence":"additional","affiliation":[{"name":"The University of Tokyo , , ,","place":["Tokyo, Japan, 153-8505"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8944-5764","authenticated-orcid":true,"given":"Yong","family":"Ni","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China , , , ,","place":["Hefei, Anhui, China, 230026"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"316","published-online":{"date-parts":[[2026,9,27]]},"reference":[{"issue":"3","key":"2026100705072399700_cit1","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1016\/j.joule.2018.01.006","article-title":"Two-Dimensional Materials for Thermal Management Applications","volume":"2","author":"Song","year":"2018","journal-title":"Joule"},{"issue":"7775","key":"2026100705072399700_cit2","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1038\/s41586-019-1573-9","article-title":"Graphene and two-dimensional materials for silicon technology","volume":"573","author":"Akinwande","year":"2019","journal-title":"Nature"},{"issue":"6298","key":"2026100705072399700_cit3","doi-asserted-by":"publisher","DOI":"10.1126\/science.aac9439","article-title":"2D materials and van der Waals heterostructures","volume":"353","author":"Novoselov","year":"2016","journal-title":"Science"},{"issue":"12","key":"2026100705072399700_cit4","doi-asserted-by":"publisher","first-page":"1273","DOI":"10.1557\/mrs.2012.203","article-title":"Thermal properties of graphene: Fundamentals and applications","volume":"37","author":"Pop","year":"2012","journal-title":"MRS Bull."},{"issue":"6","key":"2026100705072399700_cit5","doi-asserted-by":"publisher","first-page":"2352","DOI":"10.1021\/acs.jpcc.5c07216","article-title":"Manipulation of Abnormal Thermal Conductance at the Graphene\/SiC Interface through Topological Defects","volume":"130","author":"Yang","year":"2026","journal-title":"J. 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