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Conference Paper

Hippocampal Model of Rat Spatial Abilities Using Temporal Difference Learning

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Citation

Foster, D., Morris, R., & Dayan, P. (1998). Hippocampal Model of Rat Spatial Abilities Using Temporal Difference Learning. In M. Jordan, M. Kearns, & S. Solla (Eds.), Advances in Neural Information Processing Systems 10 (pp. 145-151). Cambridge, MA, USA: MIT Press.


Cite as: https://hdl.handle.net/21.11116/0000-0005-1A1E-E
Abstract
We provide a model of the standard watermaze task, and of a more challenging task involving novel platform locations, in which rats exhibit one-trial learning after a few days of training. The model uses hippocampal place cells to support reinforcement learning, and also, in an integrated manner, to build and use allocentric coordinates.