Novelty is not surprise: Human exploratory and adaptive behavior in sequential decision-making

Classic reinforcement learning (RL) theories cannot explain human behavior in the absence of external reward or when the environment changes. Here, we employ a deep sequential decision-making paradigm with sparse reward and abrupt environmental changes. To explain the behavior of human participants...

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Udgivet i:PLoS Comput Biol
Main Authors: Xu, He A., Modirshanechi, Alireza, Lehmann, Marco P., Gerstner, Wulfram, Herzog, Michael H.
Format: Artigo
Sprog:Inglês
Udgivet: Public Library of Science 2021
Fag:
Research Article
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC8205159/
https://ncbi.nlm.nih.gov/pubmed/34081705
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pcbi.1009070
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