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Flexible modulation of sequence generation in the entorhinal-hippocampal system

Exploration, consolidation, and planning depend on the generation of sequential state representations. However, these algorithms require disparate forms of sampling dynamics for optimal performance. We theorize how the brain should adapt internally generated sequences for particular cognitive functi...

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Detalles Bibliográficos
Autores principales: McNamee, Daniel C., Stachenfeld, Kimberly L., Botvinick, Matthew M., Gershman, Samuel J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7610914/
https://www.ncbi.nlm.nih.gov/pubmed/33846626
http://dx.doi.org/10.1038/s41593-021-00831-7
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author McNamee, Daniel C.
Stachenfeld, Kimberly L.
Botvinick, Matthew M.
Gershman, Samuel J.
author_facet McNamee, Daniel C.
Stachenfeld, Kimberly L.
Botvinick, Matthew M.
Gershman, Samuel J.
author_sort McNamee, Daniel C.
collection PubMed
description Exploration, consolidation, and planning depend on the generation of sequential state representations. However, these algorithms require disparate forms of sampling dynamics for optimal performance. We theorize how the brain should adapt internally generated sequences for particular cognitive functions and propose a neural mechanism by which this may be accomplished within the entorhinal-hippocampal circuit. Specifically, we demonstrate that the systematic modulation along the MEC dorsoventral axis of grid population input into hippocampus facilitates a flexible generative process which can interpolate between qualitatively distinct regimes of sequential hippocampal reactivations. By relating the emergent hippocampal activity patterns drawn from our model to empirical data, we explain and reconcile a diversity of recently observed, but apparently unrelated, phenomena such as generative cycling, diffusive hippocampal reactivations, and jumping trajectory events.
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spelling pubmed-76109142021-10-12 Flexible modulation of sequence generation in the entorhinal-hippocampal system McNamee, Daniel C. Stachenfeld, Kimberly L. Botvinick, Matthew M. Gershman, Samuel J. Nat Neurosci Article Exploration, consolidation, and planning depend on the generation of sequential state representations. However, these algorithms require disparate forms of sampling dynamics for optimal performance. We theorize how the brain should adapt internally generated sequences for particular cognitive functions and propose a neural mechanism by which this may be accomplished within the entorhinal-hippocampal circuit. Specifically, we demonstrate that the systematic modulation along the MEC dorsoventral axis of grid population input into hippocampus facilitates a flexible generative process which can interpolate between qualitatively distinct regimes of sequential hippocampal reactivations. By relating the emergent hippocampal activity patterns drawn from our model to empirical data, we explain and reconcile a diversity of recently observed, but apparently unrelated, phenomena such as generative cycling, diffusive hippocampal reactivations, and jumping trajectory events. 2021-06-01 2021-04-12 /pmc/articles/PMC7610914/ /pubmed/33846626 http://dx.doi.org/10.1038/s41593-021-00831-7 Text en http://www.nature.com/authors/editorial_policies/license.html#termsUsers may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
McNamee, Daniel C.
Stachenfeld, Kimberly L.
Botvinick, Matthew M.
Gershman, Samuel J.
Flexible modulation of sequence generation in the entorhinal-hippocampal system
title Flexible modulation of sequence generation in the entorhinal-hippocampal system
title_full Flexible modulation of sequence generation in the entorhinal-hippocampal system
title_fullStr Flexible modulation of sequence generation in the entorhinal-hippocampal system
title_full_unstemmed Flexible modulation of sequence generation in the entorhinal-hippocampal system
title_short Flexible modulation of sequence generation in the entorhinal-hippocampal system
title_sort flexible modulation of sequence generation in the entorhinal-hippocampal system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7610914/
https://www.ncbi.nlm.nih.gov/pubmed/33846626
http://dx.doi.org/10.1038/s41593-021-00831-7
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