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Related Experiment Video

Updated: Sep 4, 2025

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Predictive maps in rats and humans for spatial navigation.

William de Cothi1, Nils Nyberg2, Eva-Maria Griesbauer2

  • 1Department of Cell and Developmental Biology, University College London, London, UK; Institute of Behavioral Neuroscience, Department of Experimental Psychology, Division of Psychology and Language Sciences, University College London, London, UK.

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|July 21, 2022
PubMed
Summary
This summary is machine-generated.

Humans and rats exhibit similar spatial navigation strategies, mirroring reinforcement learning (RL) agents with predictive maps. This comparative approach reveals shared mechanisms underlying navigation in dynamic environments.

Keywords:
artificial intelligencecognitive mapdecision makingdetourhippocampusplanningreinforcement learningshortcutspatial navigationsuccessor representation

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Area of Science:

  • Comparative Cognition
  • Computational Neuroscience
  • Animal Behavior

Background:

  • Traditional navigation studies focus on single species with task-specific designs.
  • Understanding spatial navigation requires a framework that integrates diverse agents.
  • Dynamic environments necessitate adaptive navigation strategies.

Purpose of the Study:

  • To develop a unified experimental and analytic framework for studying spatial navigation.
  • To compare navigation dynamics across humans, rats, and reinforcement learning (RL) agents.
  • To identify shared mechanisms underlying adaptive navigation in changing environments.

Main Methods:

  • Development of a novel open-field navigation task ('Tartarus maze') with dynamic obstructions.
  • Integration of behavioral data from humans and rats with simulated RL agents.
  • Analysis of trajectory data to compare navigation strategies, including successor representation and model-based RL.

Main Results:

  • Human and rat navigation trajectories showed remarkable similarity in the Tartarus maze.
  • Both species' behavior closely resembled RL agents employing a successor representation (predictive mapping).
  • Human trajectories also aligned with model-based RL agents using tree-search planning.

Conclusions:

  • Comparative analysis across species and computational models refines understanding of mammalian navigation.
  • The successor representation is a key mechanism for navigation in dynamic environments.
  • Integrating diverse agents highlights conserved neural and behavioral mechanisms for spatial navigation.