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Correlations in background activity control persistent state stability and allow execution of working memory tasks

Working memory (WM) requires selective information gating, active information maintenance, and rapid active updating. Hence performing a WM task needs rapid and controlled transitions between neural persistent activity and the resting state. We propose that changes in correlations in neural activity...

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Detalles Bibliográficos
Autores principales: Dipoppa, Mario, Gutkin, Boris S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3801087/
https://www.ncbi.nlm.nih.gov/pubmed/24155714
http://dx.doi.org/10.3389/fncom.2013.00139
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author Dipoppa, Mario
Gutkin, Boris S.
author_facet Dipoppa, Mario
Gutkin, Boris S.
author_sort Dipoppa, Mario
collection PubMed
description Working memory (WM) requires selective information gating, active information maintenance, and rapid active updating. Hence performing a WM task needs rapid and controlled transitions between neural persistent activity and the resting state. We propose that changes in correlations in neural activity provides a mechanism for the required WM operations. As a proof of principle, we implement sustained activity and WM in recurrently coupled spiking networks with neurons receiving excitatory random background activity where background correlations are induced by a common noise source. We first characterize how the level of background correlations controls the stability of the persistent state. With sufficiently high correlations, the sustained state becomes practically unstable, so it cannot be initiated by a transient stimulus. We exploit this in WM models implementing the delay match to sample task by modulating flexibly in time the correlation level at different phases of the task. The modulation sets the network in different working regimes: more prompt to gate in a signal or clear the memory. We examine how the correlations affect the ability of the network to perform the task when distractors are present. We show that in a winner-take-all version of the model, where two populations cross-inhibit, correlations make the distractor blocking robust. In a version of the mode where no cross inhibition is present, we show that appropriate modulation of correlation levels is sufficient to also block the distractor access while leaving the relevant memory trace in tact. The findings presented in this manuscript can form the basis for a new paradigm about how correlations are flexibly controlled by the cortical circuits to execute WM operations.
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spelling pubmed-38010872013-10-23 Correlations in background activity control persistent state stability and allow execution of working memory tasks Dipoppa, Mario Gutkin, Boris S. Front Comput Neurosci Neuroscience Working memory (WM) requires selective information gating, active information maintenance, and rapid active updating. Hence performing a WM task needs rapid and controlled transitions between neural persistent activity and the resting state. We propose that changes in correlations in neural activity provides a mechanism for the required WM operations. As a proof of principle, we implement sustained activity and WM in recurrently coupled spiking networks with neurons receiving excitatory random background activity where background correlations are induced by a common noise source. We first characterize how the level of background correlations controls the stability of the persistent state. With sufficiently high correlations, the sustained state becomes practically unstable, so it cannot be initiated by a transient stimulus. We exploit this in WM models implementing the delay match to sample task by modulating flexibly in time the correlation level at different phases of the task. The modulation sets the network in different working regimes: more prompt to gate in a signal or clear the memory. We examine how the correlations affect the ability of the network to perform the task when distractors are present. We show that in a winner-take-all version of the model, where two populations cross-inhibit, correlations make the distractor blocking robust. In a version of the mode where no cross inhibition is present, we show that appropriate modulation of correlation levels is sufficient to also block the distractor access while leaving the relevant memory trace in tact. The findings presented in this manuscript can form the basis for a new paradigm about how correlations are flexibly controlled by the cortical circuits to execute WM operations. Frontiers Media S.A. 2013-10-21 /pmc/articles/PMC3801087/ /pubmed/24155714 http://dx.doi.org/10.3389/fncom.2013.00139 Text en Copyright © 2013 Dipoppa and Gutkin. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Dipoppa, Mario
Gutkin, Boris S.
Correlations in background activity control persistent state stability and allow execution of working memory tasks
title Correlations in background activity control persistent state stability and allow execution of working memory tasks
title_full Correlations in background activity control persistent state stability and allow execution of working memory tasks
title_fullStr Correlations in background activity control persistent state stability and allow execution of working memory tasks
title_full_unstemmed Correlations in background activity control persistent state stability and allow execution of working memory tasks
title_short Correlations in background activity control persistent state stability and allow execution of working memory tasks
title_sort correlations in background activity control persistent state stability and allow execution of working memory tasks
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3801087/
https://www.ncbi.nlm.nih.gov/pubmed/24155714
http://dx.doi.org/10.3389/fncom.2013.00139
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