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Topic: spatial tuning

ePoster
1 ePoster

In Artificial Intelligence and Biology

ePoster · Computational Neuroscience

Neuromodulated online cognitive maps for reinforcement learning

Krubeal Danieli, Mikkel Lepperød, Marianne Fyhn · Bernstein Conference 2024

During navigation, animals dynamically create rich representations of the environment, forming personalized cognitive maps. The hippocampal area CA1 features spatial cells that adapt based on behavior and internal states. Computational models have usually obtained spatial tuning by training a deep recurrent network for solving path integration, over numerous epochs, using backpropagation [1, 2, 3]. However, such methods do not closely align with the real-time local learning used by animals. Additionally, the formed spatial maps are solely oriented towards solving a specific task, and fail to c