Literature DB >> 34818514

Context-dependent persistency as a coding mechanism for robust and widely distributed value coding.

Ryoma Hattori1, Takaki Komiyama2.   

Abstract

Task-related information is widely distributed across the brain with different coding properties, such as persistency. We found in mice that coding persistency of action history and value was variable across areas, learning phases, and task context, with the highest persistency in the retrosplenial cortex of expert mice performing value-based decisions where history needs to be maintained across trials. Persistent coding also emerged in artificial networks trained to perform mouse-like reinforcement learning. Persistency allows temporally untangled value representations in neuronal manifolds where population activity exhibits cyclic trajectories that transition along the value axis after action outcomes, collectively forming cylindrical dynamics. Simulations indicated that untangled persistency facilitates robust value retrieval by downstream networks. Even leakage of persistently maintained value through non-specific connectivity could contribute to the brain-wide distributed value coding with different levels of persistency. These results reveal that context-dependent, untangled persistency facilitates reliable signal coding and its distribution across the brain.
Copyright © 2021 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  context dependent; deep learning; history coding; machine learning; manifold; persistent coding; recurrent neural network; reinforcement learning; retrosplenial cortex; value-based decision making

Mesh:

Year:  2021        PMID: 34818514      PMCID: PMC8813889          DOI: 10.1016/j.neuron.2021.11.001

Source DB:  PubMed          Journal:  Neuron        ISSN: 0896-6273            Impact factor:   18.688


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