ML Anthology

Hippocampal Model of Rat Spatial Abilities Using Temporal Difference Learning

David J. Foster, Richard G. M. Morris, Peter Dayan
NeurIPS 1997 pp. 145-151
/neurips/1997/foster1997neurips-hippocampal/

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.

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Text

Foster et al. "Hippocampal Model of Rat Spatial Abilities Using Temporal Difference Learning." Neural Information Processing Systems, 1997.

Markdown

[Foster et al. "Hippocampal Model of Rat Spatial Abilities Using Temporal Difference Learning." Neural Information Processing Systems, 1997.](https://mlanthology.org/neurips/1997/foster1997neurips-hippocampal/)

BibTeX

@inproceedings{foster1997neurips-hippocampal,
  title     = {{Hippocampal Model of Rat Spatial Abilities Using Temporal Difference Learning}},
  author    = {Foster, David J. and Morris, Richard G. M. and Dayan, Peter},
  booktitle = {Neural Information Processing Systems},
  year      = {1997},
  pages     = {145-151},
  url       = {https://mlanthology.org/neurips/1997/foster1997neurips-hippocampal/}
}