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The challenge of learning adaptive mental behavior.

Peter F Hitchcock1, Michael J Frank2

  • 1Department of Psychology, Emory University.

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|May 30, 2024
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Summary

Learning adaptive mental behaviors is harder than motor behaviors. This difficulty stems from impaired credit assignment, impacting how people learn the consequences of their actions, which affects retention.

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Area of Science:

  • Cognitive Psychology
  • Behavioral Science
  • Neuroscience

Background:

  • Psychotherapies aim to modify maladaptive behaviors into adaptive ones.
  • The empirical understanding of learning adaptive mental behaviors remains limited.
  • Mental behaviors may present unique learning challenges compared to motor actions.

Purpose of the Study:

  • To empirically assess the difficulty of learning adaptive mental versus motor behaviors.
  • To investigate the role of credit assignment in learning mental actions.
  • To identify potential interventions for improving adaptive thinking.

Main Methods:

  • A novel task was designed to compare learning mental and motor actions with matched probabilistic feedback.
  • Two experiments involving 300 participants were conducted.
  • Computational modeling was used to analyze learning impairments and credit assignment.

Main Results:

  • Participants demonstrated greater difficulty learning to select optimal mental actions compared to motor actions.
  • Poorer accuracy was observed in both the learning and retention phases for mental actions.
  • Computational modeling indicated impaired credit assignment, specifically in constructing and maintaining expected values, for mental actions.

Conclusions:

  • Individuals experience significant challenges in learning adaptive mental behaviors.
  • Impaired credit assignment is a key factor contributing to difficulties in learning mental actions.
  • Findings suggest the need for interventions to support credit assignment and enhance adaptive cognition.