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Surprise beyond prediction error.


ABSTRACT: Surprise drives learning. Various neural "prediction error" signals are believed to underpin surprise-based reinforcement learning. Here, we report a surprise signal that reflects reinforcement learning but is neither un/signed reward prediction error (RPE) nor un/signed state prediction error (SPE). To exclude these alternatives, we measured surprise responses in the absence of RPE and accounted for a host of potential SPE confounds. This new surprise signal was evident in ventral striatum, primary sensory cortex, frontal poles, and amygdala. We interpret these findings via a normative model of surprise.

SUBMITTER: Chumbley JR 

PROVIDER: S-EPMC4312927 | biostudies-literature |

REPOSITORIES: biostudies-literature

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