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Recurrent processes support a cascade of hierarchical decisions

Perception depends on a complex interplay between feedforward and recurrent processing. Yet, while the former has been extensively characterized, the computational organization of the latter remains largely unknown. Here, we use magneto-encephalography to localize, track and decode the feedforward a...

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Detalles Bibliográficos
Autores principales: Gwilliams, Laura, King, Jean-Remi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513462/
https://www.ncbi.nlm.nih.gov/pubmed/32869746
http://dx.doi.org/10.7554/eLife.56603
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author Gwilliams, Laura
King, Jean-Remi
author_facet Gwilliams, Laura
King, Jean-Remi
author_sort Gwilliams, Laura
collection PubMed
description Perception depends on a complex interplay between feedforward and recurrent processing. Yet, while the former has been extensively characterized, the computational organization of the latter remains largely unknown. Here, we use magneto-encephalography to localize, track and decode the feedforward and recurrent processes of reading, as elicited by letters and digits whose level of ambiguity was parametrically manipulated. We first confirm that a feedforward response propagates through the ventral and dorsal pathways within the first 200 ms. The subsequent activity is distributed across temporal, parietal and prefrontal cortices, which sequentially generate five levels of representations culminating in action-specific motor signals. Our decoding analyses reveal that both the content and the timing of these brain responses are best explained by a hierarchy of recurrent neural assemblies, which both maintain and broadcast increasingly rich representations. Together, these results show how recurrent processes generate, over extended time periods, a cascade of decisions that ultimately accounts for subjects’ perceptual reports and reaction times.
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spelling pubmed-75134622020-09-25 Recurrent processes support a cascade of hierarchical decisions Gwilliams, Laura King, Jean-Remi eLife Neuroscience Perception depends on a complex interplay between feedforward and recurrent processing. Yet, while the former has been extensively characterized, the computational organization of the latter remains largely unknown. Here, we use magneto-encephalography to localize, track and decode the feedforward and recurrent processes of reading, as elicited by letters and digits whose level of ambiguity was parametrically manipulated. We first confirm that a feedforward response propagates through the ventral and dorsal pathways within the first 200 ms. The subsequent activity is distributed across temporal, parietal and prefrontal cortices, which sequentially generate five levels of representations culminating in action-specific motor signals. Our decoding analyses reveal that both the content and the timing of these brain responses are best explained by a hierarchy of recurrent neural assemblies, which both maintain and broadcast increasingly rich representations. Together, these results show how recurrent processes generate, over extended time periods, a cascade of decisions that ultimately accounts for subjects’ perceptual reports and reaction times. eLife Sciences Publications, Ltd 2020-09-01 /pmc/articles/PMC7513462/ /pubmed/32869746 http://dx.doi.org/10.7554/eLife.56603 Text en © 2020, Gwilliams and King http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Neuroscience
Gwilliams, Laura
King, Jean-Remi
Recurrent processes support a cascade of hierarchical decisions
title Recurrent processes support a cascade of hierarchical decisions
title_full Recurrent processes support a cascade of hierarchical decisions
title_fullStr Recurrent processes support a cascade of hierarchical decisions
title_full_unstemmed Recurrent processes support a cascade of hierarchical decisions
title_short Recurrent processes support a cascade of hierarchical decisions
title_sort recurrent processes support a cascade of hierarchical decisions
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513462/
https://www.ncbi.nlm.nih.gov/pubmed/32869746
http://dx.doi.org/10.7554/eLife.56603
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