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• W3180691962 abstract "Reinforcement learning (RL) is a concept that has been invaluable to fields including machine learning, neuroscience, and cognitive science. However, what RL entails differs between fields, leading to difficulties when interpreting and translating findings. After laying out these differences, this paper focuses on cognitive (neuro)science to discuss how we as a field might over-interpret RL modeling results. We too often assume-implicitly-that modeling results generalize between tasks, models, and participant populations, despite negative empirical evidence for this assumption. We also often assume that parameters measure specific, unique (neuro)cognitive processes, a concept we call interpretability, when evidence suggests that they capture different functions across studies and tasks. We conclude that future computational research needs to pay increased attention to implicit assumptions when using RL models, and suggest that a more systematic understanding of contextual factors will help address issues and improve the ability of RL to explain brain and behavior." @default.
• W3180691962 created "2021-07-19" @default.
• W3180691962 creator A5028426119 @default.
• W3180691962 creator A5040754085 @default.
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• W3180691962 date "2021-10-01" @default.
• W3180691962 modified "2023-10-11" @default.
• W3180691962 title "What do reinforcement learning models measure? Interpreting model parameters in cognition and neuroscience" @default.
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• W3180691962 doi "https://doi.org/10.1016/j.cobeha.2021.06.004" @default.
• W3180691962 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/34984213" @default.
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