Rumination Derails Reinforcement Learning with Possible Implications for Ineffective Behavior
Overview
Affiliations
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.
Hitchcock P, Frank M Curr Opin Behav Sci. 2024; 56.
PMID: 39130377 PMC: 11314892. DOI: 10.1016/j.cobeha.2024.101356.
The challenge of learning adaptive mental behavior.
Hitchcock P, Frank M J Psychopathol Clin Sci. 2024; 133(5):413-426.
PMID: 38815082 PMC: 11229419. DOI: 10.1037/abn0000924.
Rumination and Overrecruitment of Cognitive Control Circuits in Depression.
Park H, Kuplicki R, Paulus M, Guinjoan S Biol Psychiatry Cogn Neurosci Neuroimaging. 2024; 9(8):800-808.
PMID: 38703822 PMC: 11305927. DOI: 10.1016/j.bpsc.2024.04.013.
Matsunaga M, Okajima J, Furutani K, Kusakabe N, Nakamura-Taira N Front Psychiatry. 2024; 15:1295988.
PMID: 38317767 PMC: 10838984. DOI: 10.3389/fpsyt.2024.1295988.
Michel-Krohler A, Wessa M, Berti S PLoS One. 2023; 18(11):e0288450.
PMID: 37992013 PMC: 10664951. DOI: 10.1371/journal.pone.0288450.