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Updated: Oct 30, 2025

Modeling the Functional Network for Spatial Navigation in the Human Brain
Published on: October 13, 2023
NLM-HS: Navigation Learning Model Based on a Hippocampal-Striatal Circuit for Explaining Navigation Mechanisms in
Jie Chai1,2, Xiaogang Ruan1,2, Jing Huang1,2
1Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China.
This study introduces a navigation learning model (NLM-HS) integrating the hippocampus, striatum, and prefrontal cortex for animal brain navigation. The model demonstrates enhanced environmental cognition and faster, more adaptive decision-making than individual brain region models.
Area of Science:
- Neuroscience
- Computational Biology
- Cognitive Science
Background:
- The distinct roles of the hippocampus, striatum, and prefrontal cortex in animal navigation are known, but their integrated function remains unclear.
- Understanding how these brain structures interact is crucial for explaining complex navigation behaviors.
Purpose of the Study:
- To develop a computational model (NLM-HS) simulating the integrated function of the hippocampal-striatal circuit in animal navigation.
- To explain the neural mechanisms underlying goal-directed and habitual navigation strategies.
Main Methods:
- Developed a navigation learning model (NLM-HS) incorporating hippocampal (cognitive mapping), striatal (habitual learning), and prefrontal cortex (strategy arbitration) components.
- Simulated the Tolman detour experiment to validate the model's performance.
Main Results:
- The NLM-HS successfully reproduced animal-like environmental cognition and navigation behaviors.
- The integrated model demonstrated faster decision-making and superior adaptivity compared to models relying solely on hippocampal or striatal functions.
- The prefrontal cortex component effectively arbitrated between cognitive and habitual strategies.
Conclusions:
- The NLM-HS provides a plausible computational framework for understanding how the hippocampus, striatum, and prefrontal cortex cooperate in navigation.
- This integrated model offers insights into the flexibility and efficiency of animal navigation strategies.
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