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Rumination Derails Reinforcement Learning with Possible Implications for Ineffective Behavior.


ABSTRACT: How does rumination affect reinforcement learning-the ubiquitous process by which we adjust behavior after error in order to behave more effectively in the future? In a within-subject design (n=49), we tested whether experimentally manipulated rumination disrupts reinforcement learning in a multidimensional learning task previously shown to rely on selective attention. Rumination impaired performance, yet unexpectedly this impairment could not be attributed to decreased attentional breadth (quantified using a "decay" parameter in a computational model). Instead, trait rumination (between subjects) was associated with higher decay rates (implying narrower attention), yet not with impaired performance. Our task-performance results accord with the possibility that state rumination promotes stress-generating behavior in part by disrupting reinforcement learning. The trait-rumination finding accords with the predictions of a prominent model of trait rumination (the attentional-scope model). More work is needed to understand the specific mechanisms by which state rumination disrupts reinforcement learning.

SUBMITTER: Hitchcock P 

PROVIDER: S-EPMC9354806 | biostudies-literature | 2022 Jul

REPOSITORIES: biostudies-literature

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Rumination Derails Reinforcement Learning with Possible Implications for Ineffective Behavior.

Hitchcock Peter P   Forman Evan E   Rothstein Nina N   Zhang Fengqing F   Kounios John J   Niv Yael Y   Sims Chris C  

Clinical psychological science : a journal of the Association for Psychological Science 20211101 4


How does rumination affect reinforcement learning-the ubiquitous process by which we adjust behavior after error in order to behave more effectively in the future? In a within-subject design (<i>n</i>=49), we tested whether experimentally manipulated rumination disrupts reinforcement learning in a multidimensional learning task previously shown to rely on selective attention. Rumination impaired performance, yet unexpectedly this impairment could not be attributed to decreased attentional breadt  ...[more]

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