Literature DB >> 34776042

Sequential and efficient neural-population coding of complex task information.

Sue Ann Koay1, Adam S Charles2, Stephan Y Thiberge3, Carlos D Brody4, David W Tank5.   

Abstract

Recent work has highlighted that many types of variables are represented in each neocortical area. How can these many neural representations be organized together without interference and coherently maintained/updated through time? We recorded from excitatory neural populations in posterior cortices as mice performed a complex, dynamic task involving multiple interrelated variables. The neural encoding implied that highly correlated task variables were represented by less-correlated neural population modes, while pairs of neurons exhibited a spectrum of signal correlations. This finding relates to principles of efficient coding, but notably utilizes neural population modes as the encoding unit and suggests partial whitening of task-specific information where different variables are represented with different signal-to-noise levels. Remarkably, this encoding function was multiplexed with sequential neural dynamics yet reliably followed changes in task-variable correlations throughout the trial. We suggest that neural circuits can implement time-dependent encodings in a simple way using random sequential dynamics as a temporal scaffold.
Copyright © 2021 The Authors. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  complex decision making behavior; efficient coding; mouse posterior cortex; neural population coding; neural sequences

Mesh:

Year:  2021        PMID: 34776042     DOI: 10.1016/j.neuron.2021.10.020

Source DB:  PubMed          Journal:  Neuron        ISSN: 0896-6273            Impact factor:   17.173


  5 in total

1.  Structured random receptive fields enable informative sensory encodings.

Authors:  Biraj Pandey; Marius Pachitariu; Bingni W Brunton; Kameron Decker Harris
Journal:  PLoS Comput Biol       Date:  2022-10-10       Impact factor: 4.779

Review 2.  The neural bases for timing of durations.

Authors:  Albert Tsao; S Aryana Yousefzadeh; Warren H Meck; May-Britt Moser; Edvard I Moser
Journal:  Nat Rev Neurosci       Date:  2022-09-12       Impact factor: 38.755

3.  Shared and specialized coding across posterior cortical areas for dynamic navigation decisions.

Authors:  Shih-Yi Tseng; Selmaan N Chettih; Charlotte Arlt; Roberto Barroso-Luque; Christopher D Harvey
Journal:  Neuron       Date:  2022-06-08       Impact factor: 18.688

Review 4.  Efficient information coding and degeneracy in the nervous system.

Authors:  Pavithraa Seenivasan; Rishikesh Narayanan
Journal:  Curr Opin Neurobiol       Date:  2022-08-17       Impact factor: 7.070

5.  Orthogonal representations for robust context-dependent task performance in brains and neural networks.

Authors:  Timo Flesch; Keno Juechems; Tsvetomira Dumbalska; Andrew Saxe; Christopher Summerfield
Journal:  Neuron       Date:  2022-01-31       Impact factor: 17.173

  5 in total

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