Compulsivity is linked to maladaptive choice variability but unaltered reinforcement learning under uncertainty
Abstract
Compulsivity has been associated with variable behavior under uncertainty. However, previous work has not distinguished between two main sources of behavioral variability: the stochastic selection of choice options that do not maximize expected reward (choice variability), and random noise in the reinforcement learning process that updates option values from choice outcomes (learning variability). Here we studied the relation between dimensional compulsivity and behavioral variability, using a computational model which dissociates its two sources. We found that compulsivity is associated with more frequent switches between options, triggered by increased choice variability but no change in learning variability. This effect of compulsivity on the trait component of choice variability is observed even in conditions where this source of behavioral variability yields no cognitive benefits. These findings indicate that compulsive individuals make variable and maladaptive choices under uncertainty, but do not hold degraded representations of option values.
02 /Specification & Classification
Click any tag to browse matching papers- Organism
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Model-based learning deficits in compulsivity are linked to faulty representations of task structure
Tricia X. F. Seow, E. Benoit, … Claire M. Gillan·Journal of NeurosciencePeer-reviewed·Jun 15, 2021
- Computational noise in reward-guided learning drives behavioral variability in volatile environments
Charles Findling, Vasilisa Skvortsova, … Valentin Wyart·Nature NeurosciencePeer-reviewed·Oct 28, 2019
- Mice adaptively generate choice variability in a deterministic task
Marwen Belkaid, Elise Bousseyrol, … Philippe Fauré·Communications BiologyPeer-reviewed·Jan 21, 2020
- The influence of trait intolerance of uncertainty on behavioural flexibility
Brendan Williams, Claudia Rodriguez-Sobstel, … Anastasia Christakou·bioRxiv·Oct 30, 2024
- Computational modeling of reinforcement learning and functional neuroimaging of probabilistic reversal dissociates compulsive behaviors in Gambling and Cocaine Use Disorders
Katharina Zühlsdorff, Juan Verdejo‐Román, … Jonathan W. Kanen·BJPsych OpenPeer-reviewed·Dec 11, 2023
- Adaptive tuning of human learning and choice variability to unexpected uncertainty
J. K. Lee, M. Rouault, V. Wyart·bioRxiv·Dec 16, 2022