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The brain and reinforcement learning are linked through the academic literature, specifically the 2008 paper 'Decision theory, reinforcement learning, and the brain' authored by Peter Dayan and Nathaniel D. Daw [1].

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Sources
A Survey of Incorporating Psychological Theories in LLMs - arXiv arxiv.org arXiv 1 fact
referencePeter Dayan and Nathaniel D. Daw authored 'Decision theory, reinforcement learning, and the brain', published in the journal Cognitive, Affective, & Behavioral Neuroscience in 2008.