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Performance errors during rodent learning reflect a dynamic choice strategy.

Ziyi Zhu1, Kishore V Kuchibhotla2

  • 1Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, MD 21218, USA; Johns Hopkins Kavli Neuroscience Discovery Institute, Johns Hopkins University, Baltimore, MD 21218, USA; The Solomon Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA.

Current Biology : CB
|April 27, 2024
PubMed
Summary
This summary is machine-generated.

Rodents employ a dynamic choice bias during learning, which serves as a strategy to test environmental contingencies and maintain decision-making flexibility. This active probing refines their internal models and enhances long-term learning.

Keywords:
auditory behaviorbehaviordecision-makingexplorationlearningreinforcement learning

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Area of Science:

  • Neuroscience
  • Animal Behavior
  • Cognitive Science

Background:

  • Disentangling cognitive strategies from errors in animal learning is challenging.
  • Understanding the drivers of errors during learning is crucial for cognitive research.

Purpose of the Study:

  • Investigate the role of choice bias in animal learning.
  • Explore how rodents use cognitive strategies to learn causal interactions.
  • Understand the dynamic nature of errors and biases during learning.

Main Methods:

  • Trained head-fixed mice on a wheel-based auditory two-choice task.
  • Utilized intra- and inter-animal variability to analyze learning dynamics.
  • Introduced "probe" trials with non-rewarded outcomes to test internal models.

Main Results:

  • Performance errors during learning were dominated by a dynamic choice bias.
  • Probe trials revealed mice testing outcome contingencies, leading to strategy shifts.
  • Biased epochs correlated with faster motor kinematics and decreased accuracy.
  • Expert mice showed intermittent biased choices alongside unbiased, high-performance periods.

Conclusions:

  • Choice bias in rodents reflects a dynamic, adaptive strategy for learning and environmental testing.
  • Rodents actively probe their environment to refine decision-making and ensure long-term flexibility.
  • Findings suggest a structured approach to learning and maintaining cognitive adaptability in rodents.