WITHDRAWN: The Physics of Thought: Reasoning as Thermodynamic Relaxation in Generative Models

WITHDRAWN: The Physics of Thought: Reasoning as Thermodynamic Relaxation in Generative Models | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article WITHDRAWN: The Physics of Thought: Reasoning as Thermodynamic Relaxation in Generative Models Mahule Roy, Omar Abudayyeh, Subhas Roy This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8426467/v2 This work is licensed under a CC BY 4.0 License Status: Posted Version 2 posted You are reading this latest preprint version Show more versions Editorial Note 14 May, 2026. Research Square has withdrawn this preprint following findings that it was submitted without the consent or knowledge of all listed authors, and that inaccurate contact information was provided for one or more authors. The submission was therefore withdrawn for non-compliance with our authorship and submission requirements. Editorial notes are used to provide important context regarding the topic of a preprint or to alert readers to potential issues concerning that preprint or a downstream publication associated with it. For more information on editorial notes, see our Editorial Policies . Abstract 14 May, 2026. Research Square has withdrawn this preprint following findings that it was submitted without the consent or knowledge of all listed authors, and that inaccurate contact information was provided for one or more authors. The submission was therefore withdrawn for non-compliance with our authorship and submission requirements. Artificial Intelligence and Machine Learning Full Text 14 May, 2026. Research Square has withdrawn this preprint following findings that it was submitted without the consent or knowledge of all listed authors, and that inaccurate contact information was provided for one or more authors. The submission was therefore withdrawn for non-compliance with our authorship and submission requirements. Additional Declarations The authors declare no competing interests. Cite Share Download PDF Status: Posted Version 2 posted You are reading this latest preprint version Show more versions Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-8426467","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":640493081,"identity":"6f7e8494-bf7c-4834-a2f3-ac4f45a57661","order_by":0,"name":"Mahule Roy","email":"","orcid":"https://orcid.org/0009-0005-7259-771X","institution":"University of Oxford","correspondingAuthor":false,"prefix":"","firstName":"Mahule","middleName":"","lastName":"Roy","suffix":""},{"id":640493082,"identity":"4fffb498-3cb9-4b3e-903a-03a379a7efd1","order_by":1,"name":"Omar Abudayyeh","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAABDklEQVRIiWNgGAWjYLACxgYQYmBgZqiwkQMJHHhAvJYzacZgLQlEa2FsO5QIYjDg08IvdvjZh587Dsv2z8gxfFxw5kD6/LDDD4G22MnpNmDXIjk7zXhm75nDxjNu5Bgbz6i4k7vxdpoBUEuysdkB7FoMbicYM/C2HU5suJFjJs1z5lnuxtkJIC0HErfh1JL+mfEvUMv8Gznmv4F60w1np38goCXHmBlkywagLSBGgrx0Dn5bJGfnFDPLnkk33njmWTHQYWmGG6RzCg4kGOD2C790+mbGtzusZecdT974mafCRl5+dvrmDx8q7ORwaUEAgQwDiFPBKg0IKQfbd/wBmJZvIEb1KBgFo2AUjCQAACYgbSP3j9jmAAAAAElFTkSuQmCC","orcid":"","institution":"Harvard Medical School","correspondingAuthor":true,"prefix":"","firstName":"Omar","middleName":"","lastName":"Abudayyeh","suffix":""},{"id":640493083,"identity":"56a59748-b624-4b3b-b938-22f3cfa77494","order_by":2,"name":"Subhas Roy","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA7UlEQVRIiWNgGAWjYLACxoYDDAzszQcfANk8fMRr4TmWbADSwka8FgkfMwkQh6AW8/Ye48+8O+7Iy8/gMav8mmMnw8bA/PDRDTxaZM6cMZPmPfPMcMPttrLbstuSgQ5jMzbOwaNFQiLHjJm37TDjBpnD225LbmMGauFhkyagBeiwtsP282ckmBVLbqsnSouBNFBLYsONFDPGj9sOE6GF51iZ5Nwzh5M3nDmWLM247TgPGzMhv7A3b/7wdsdh2/ntzQc//txWbc/P3vzwMT4tDAwcBnAmMw+YxKscBNgfwJmMPwiqHgWjYBSMgpEIAOXsSoPJQrHAAAAAAElFTkSuQmCC","orcid":"","institution":"TATA Consumer Products Limited","correspondingAuthor":true,"prefix":"","firstName":"Subhas","middleName":"","lastName":"Roy","suffix":""}],"badges":[],"createdAt":"2025-12-22 15:25:43","currentVersionCode":2,"declarations":{"humanSubjects":false,"vertebrateSubjects":false,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":false},"doi":"10.21203/rs.3.rs-8426467/v2","doiUrl":"https://doi.org/10.21203/rs.3.rs-8426467/v2","draftVersion":[],"editorialEvents":[],"editorialNote":"\u003cp\u003e14 May, 2026. 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