{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T14:55:16Z","timestamp":1790952916856,"version":"4.1.0"},"reference-count":17,"publisher":"Cambridge University Press (CUP)","license":[{"start":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T00:00:00Z","timestamp":1790899200000},"content-version":"unspecified","delay-in-days":274,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":["cambridge.org"],"crossmark-restriction":true},"short-container-title":["Behav Brain Sci"],"published-print":{"date-parts":[[2026]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>We argue that under minimal thermodynamic and control-theoretic assumptions, metabolic constraints imply generative cognition. We formalize cognition as a resource-bounded controller of probability flows, where metabolic budgets define path-space divergence constraints. This reframes inference as a physically instantiated process governed by metabolic regulation, implying that progress in the cognitive sciences requires grounding cognitive models in nonequilibrium thermodynamics and dynamical systems.<\/jats:p>","DOI":"10.1017\/s0140525x26106190","type":"journal-article","created":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T14:26:05Z","timestamp":1790951165000},"update-policy":"https:\/\/doi.org\/10.1017\/policypage","source":"Crossref","is-referenced-by-count":0,"title":["The metabolic regulator: Why energy constraints imply generative models"],"prefix":"10.1017","volume":"49","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2485-2374","authenticated-orcid":false,"given":"Hamidreza","family":"Jamalabadi","sequence":"first","affiliation":[{"name":"Marburg University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tim","family":"Hahn","sequence":"additional","affiliation":[{"name":"University of M\u00fcnster"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"56","published-online":{"date-parts":[[2026,10,2]]},"reference":[{"key":"S0140525X26106190_ref9","doi-asserted-by":"publisher","DOI":"10.1162\/netn_a_00174"},{"key":"S0140525X26106190_ref8","doi-asserted-by":"publisher","DOI":"10.3390\/e19070333"},{"key":"S0140525X26106190_ref7","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1314922110"},{"key":"S0140525X26106190_ref15","doi-asserted-by":"publisher","DOI":"10.1126\/science.201.4358.777"},{"key":"S0140525X26106190_ref5","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-neuro-112723-025348"},{"key":"S0140525X26106190_ref14","doi-asserted-by":"publisher","DOI":"10.1017\/S0140525X11000355"},{"key":"S0140525X26106190_ref18","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-91250-y"},{"key":"S0140525X26106190_ref17","doi-asserted-by":"publisher","DOI":"10.1007\/s10955-024-03320-w"},{"key":"S0140525X26106190_ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.biosystems.2007.05.018"},{"key":"S0140525X26106190_ref2","doi-asserted-by":"publisher","DOI":"10.1080\/00207727008920220"},{"key":"S0140525X26106190_ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2009.04.005"},{"key":"S0140525X26106190_ref12","doi-asserted-by":"publisher","DOI":"10.1038\/s41386-025-02303-z"},{"key":"S0140525X26106190_ref3","doi-asserted-by":"publisher","DOI":"10.3390\/e26080622"},{"key":"S0140525X26106190_ref11","doi-asserted-by":"publisher","DOI":"10.1162\/netn_a_00213"},{"key":"S0140525X26106190_ref16","doi-asserted-by":"publisher","DOI":"10.1162\/neco_a_01357"},{"key":"S0140525X26106190_ref13","doi-asserted-by":"publisher","DOI":"10.1147\/rd.53.0183"},{"key":"S0140525X26106190_ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuron.2017.02.019"}],"container-title":["Behavioral and Brain Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cambridge.org\/core\/services\/aop-cambridge-core\/content\/view\/S0140525X26106190","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T14:26:05Z","timestamp":1790951165000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cambridge.org\/core\/product\/identifier\/S0140525X26106190\/type\/journal_article"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":17,"alternative-id":["S0140525X26106190"],"URL":"https:\/\/doi.org\/10.1017\/s0140525x26106190","relation":{},"ISSN":["0140-525X","1469-1825"],"issn-type":[{"value":"0140-525X","type":"print"},{"value":"1469-1825","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"\u00a9 The Author(s), 2026. Published by Cambridge University Press","name":"copyright","label":"Copyright","group":{"name":"copyright_and_licensing","label":"Copyright and Licensing"}}],"article-number":"e464"}}