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Mice learn to avoid regret.

Brian M Sweis1, Mark J Thomas2,3, A David Redish2

  • 1Graduate Program in Neuroscience & Medical Scientist Training Program, University of Minnesota, Minneapolis, Minnesota, United States of America.

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Summary
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Mice exhibit regret-like behaviors and develop long-term strategies to avoid future regret, independent of maximizing rewards. This study reveals sophisticated decision-making in rodents, advancing our understanding of regret avoidance.

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Area of Science:

  • Neuroscience
  • Animal Behavior
  • Decision Science

Background:

  • Regret, a negative emotional experience from suboptimal choices, influences immediate valuations and long-term decision strategies.
  • While short-term regret effects are studied, long-term regret avoidance in nonhuman decision-making remains largely unexplored.

Purpose of the Study:

  • To investigate long-term regret avoidance strategies in mice using a novel economic decision-making task.
  • To determine if mice can learn to prevent future regret-inducing decisions independent of reinforcement rate.

Main Methods:

  • 31 mice were trained on a modified Restaurant Row task for 70 days, with food rewards varying in delay costs.
  • Longitudinal testing allowed observation of interdependent decision strategies across trials and days.
  • Decisions were analyzed for regret-like behaviors and strategic shifts over time.

Main Results:

  • Mice displayed regret-like behaviors, adjusting waiting times and consumption speed after correcting disadvantageous choices.
  • Over weeks, mice adapted strategies to maximize reinforcement rate in a changing environment.
  • A distinct shift from foraging to deliberation/planning strategies was observed, reducing regretful change-of-mind decisions.

Conclusions:

  • Mice demonstrate sophisticated regret-like behaviors and learn to avoid future regret through strategic planning.
  • This learning occurs independently of simply maximizing reinforcement rates, suggesting a separate mechanism for regret avoidance.