4.8 Article

Place cells may simply be memory cells: Memory compression leads to spatial tuning and history dependence

出版社

NATL ACAD SCIENCES
DOI: 10.1073/pnas.2018422118/-/DCSupplemental

关键词

sparse autoencoders; place cells; hippocampus; memory; compression

资金

  1. Defense Advanced Research Projects Agency Lifelong Learning Machine (L2M)
  2. NSF NeuroNex Grant [DBI-1707398]
  3. Gatsby Charitable Foundation
  4. Simons Foundation
  5. Kavli Foundation (Kavli Institute for Brain and Mind)
  6. Swartz Foundation

向作者/读者索取更多资源

The study proposes a memory model of the hippocampus, suggesting that the hippocampus is a memory device that compresses correlations between sensory experiences into compressed representations of episodes stored in memory. This model naturally produces place cells similar to those observed in experiments, with predictions that the activity of these cells is variable.
The observation of place cells has suggested that the hippocampus plays a special role in encoding spatial information. However, place cell responses are modulated by several nonspatial variables and reported to be rather unstable. Here, we propose a memory model of the hippocampus that provides an interpretation of place cells consistent with these observations. We hypothesize that the hippocampus is a memory device that takes advantage of the correlations between sensory experiences to generate compressed representations of the episodes that are stored in memory. A simple neural network model that can efficiently compress information naturally produces place cells that are similar to those observed in experiments. It predicts that the activity of these cells is variable and that the fluctuations of the place fields encode information about the recent history of sensory experiences. Place cells may simply be a consequence of a memory compression process implemented in the hippocampus.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.8
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据