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Attention Selectively Reshapes the Geometry of Distributed Semantic Representation

Humans prioritize different semantic qualities of a complex stimulus depending on their behavioral goals. These semantic features are encoded in distributed neural populations, yet it is unclear how attention might operate across these distributed representations. To address this, we presented parti...

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Autores principales: Nastase, Samuel A., Connolly, Andrew C., Oosterhof, Nikolaas N., Halchenko, Yaroslav O., Guntupalli, J. Swaroop, Visconti di Oleggio Castello, Matteo, Gors, Jason, Gobbini, M. Ida, Haxby, James V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6248820/
https://www.ncbi.nlm.nih.gov/pubmed/28591837
http://dx.doi.org/10.1093/cercor/bhx138
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author Nastase, Samuel A.
Connolly, Andrew C.
Oosterhof, Nikolaas N.
Halchenko, Yaroslav O.
Guntupalli, J. Swaroop
Visconti di Oleggio Castello, Matteo
Gors, Jason
Gobbini, M. Ida
Haxby, James V.
author_facet Nastase, Samuel A.
Connolly, Andrew C.
Oosterhof, Nikolaas N.
Halchenko, Yaroslav O.
Guntupalli, J. Swaroop
Visconti di Oleggio Castello, Matteo
Gors, Jason
Gobbini, M. Ida
Haxby, James V.
author_sort Nastase, Samuel A.
collection PubMed
description Humans prioritize different semantic qualities of a complex stimulus depending on their behavioral goals. These semantic features are encoded in distributed neural populations, yet it is unclear how attention might operate across these distributed representations. To address this, we presented participants with naturalistic video clips of animals behaving in their natural environments while the participants attended to either behavior or taxonomy. We used models of representational geometry to investigate how attentional allocation affects the distributed neural representation of animal behavior and taxonomy. Attending to animal behavior transiently increased the discriminability of distributed population codes for observed actions in anterior intraparietal, pericentral, and ventral temporal cortices. Attending to animal taxonomy while viewing the same stimuli increased the discriminability of distributed animal category representations in ventral temporal cortex. For both tasks, attention selectively enhanced the discriminability of response patterns along behaviorally relevant dimensions. These findings suggest that behavioral goals alter how the brain extracts semantic features from the visual world. Attention effectively disentangles population responses for downstream read-out by sculpting representational geometry in late-stage perceptual areas.
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spelling pubmed-62488202018-11-28 Attention Selectively Reshapes the Geometry of Distributed Semantic Representation Nastase, Samuel A. Connolly, Andrew C. Oosterhof, Nikolaas N. Halchenko, Yaroslav O. Guntupalli, J. Swaroop Visconti di Oleggio Castello, Matteo Gors, Jason Gobbini, M. Ida Haxby, James V. Cereb Cortex Original Articles Humans prioritize different semantic qualities of a complex stimulus depending on their behavioral goals. These semantic features are encoded in distributed neural populations, yet it is unclear how attention might operate across these distributed representations. To address this, we presented participants with naturalistic video clips of animals behaving in their natural environments while the participants attended to either behavior or taxonomy. We used models of representational geometry to investigate how attentional allocation affects the distributed neural representation of animal behavior and taxonomy. Attending to animal behavior transiently increased the discriminability of distributed population codes for observed actions in anterior intraparietal, pericentral, and ventral temporal cortices. Attending to animal taxonomy while viewing the same stimuli increased the discriminability of distributed animal category representations in ventral temporal cortex. For both tasks, attention selectively enhanced the discriminability of response patterns along behaviorally relevant dimensions. These findings suggest that behavioral goals alter how the brain extracts semantic features from the visual world. Attention effectively disentangles population responses for downstream read-out by sculpting representational geometry in late-stage perceptual areas. Oxford University Press 2017-08 2017-06-07 /pmc/articles/PMC6248820/ /pubmed/28591837 http://dx.doi.org/10.1093/cercor/bhx138 Text en © The Author 2017. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Nastase, Samuel A.
Connolly, Andrew C.
Oosterhof, Nikolaas N.
Halchenko, Yaroslav O.
Guntupalli, J. Swaroop
Visconti di Oleggio Castello, Matteo
Gors, Jason
Gobbini, M. Ida
Haxby, James V.
Attention Selectively Reshapes the Geometry of Distributed Semantic Representation
title Attention Selectively Reshapes the Geometry of Distributed Semantic Representation
title_full Attention Selectively Reshapes the Geometry of Distributed Semantic Representation
title_fullStr Attention Selectively Reshapes the Geometry of Distributed Semantic Representation
title_full_unstemmed Attention Selectively Reshapes the Geometry of Distributed Semantic Representation
title_short Attention Selectively Reshapes the Geometry of Distributed Semantic Representation
title_sort attention selectively reshapes the geometry of distributed semantic representation
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6248820/
https://www.ncbi.nlm.nih.gov/pubmed/28591837
http://dx.doi.org/10.1093/cercor/bhx138
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