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反刍思维扰乱强化学习,可能对无效行为产生影响。

Rumination Derails Reinforcement Learning with Possible Implications for Ineffective Behavior.

作者信息

Hitchcock Peter, Forman Evan, Rothstein Nina, Zhang Fengqing, Kounios John, Niv Yael, Sims Chris

机构信息

Cognitive, Linguistic, and Psychological Sciences, Brown University, Providence, RI.

Psychology Department, Drexel University, Philadelphia, PA.

出版信息

Clin Psychol Sci. 2022 Jul;10(4):714-733. doi: 10.1177/21677026211051324. Epub 2021 Nov 1.

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 (=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.

摘要

反刍思维如何影响强化学习(这是一种普遍存在的过程,我们通过它在出现错误后调整行为,以便在未来更有效地行动)?在一项被试内设计(n = 49)中,我们测试了实验操纵的反刍思维是否会在先前已证明依赖选择性注意的多维学习任务中干扰强化学习。反刍思维损害了表现,但出乎意料的是,这种损害不能归因于注意力广度的降低(使用计算模型中的“衰减”参数进行量化)。相反,特质性反刍思维(被试间)与更高的衰减率相关(意味着注意力范围更窄),但与表现受损无关。我们的任务表现结果符合这样一种可能性,即状态性反刍思维部分地通过干扰强化学习来促进产生压力的行为。特质性反刍思维的发现符合特质性反刍思维的一个著名模型(注意范围模型)的预测。需要更多的研究来了解状态性反刍思维干扰强化学习的具体机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a69b/9354806/fba8cd67cb62/nihms-1741796-f0001.jpg

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