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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2020
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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. |
format | Online Article Text |
id | pubmed-7513462 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT gwilliamslaura recurrentprocessessupportacascadeofhierarchicaldecisions AT kingjeanremi recurrentprocessessupportacascadeofhierarchicaldecisions |