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Prediction and memory: A predictive coding account

The hippocampus is crucial for episodic memory, but it is also involved in online prediction. Evidence suggests that a unitary hippocampal code underlies both episodic memory and predictive processing, yet within a predictive coding framework the hippocampal-neocortical interactions that accompany t...

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Detalles Bibliográficos
Autores principales: Barron, Helen C., Auksztulewicz, Ryszard, Friston, Karl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Pergamon Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7305946/
https://www.ncbi.nlm.nih.gov/pubmed/32446883
http://dx.doi.org/10.1016/j.pneurobio.2020.101821
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author Barron, Helen C.
Auksztulewicz, Ryszard
Friston, Karl
author_facet Barron, Helen C.
Auksztulewicz, Ryszard
Friston, Karl
author_sort Barron, Helen C.
collection PubMed
description The hippocampus is crucial for episodic memory, but it is also involved in online prediction. Evidence suggests that a unitary hippocampal code underlies both episodic memory and predictive processing, yet within a predictive coding framework the hippocampal-neocortical interactions that accompany these two phenomena are distinct and opposing. Namely, during episodic recall, the hippocampus is thought to exert an excitatory influence on the neocortex, to reinstate activity patterns across cortical circuits. This contrasts with empirical and theoretical work on predictive processing, where descending predictions suppress prediction errors to ‘explain away’ ascending inputs via cortical inhibition. In this hypothesis piece, we attempt to dissolve this previously overlooked dialectic. We consider how the hippocampus may facilitate both prediction and memory, respectively, by inhibiting neocortical prediction errors or increasing their gain. We propose that these distinct processing modes depend upon the neuromodulatory gain (or precision) ascribed to prediction error units. Within this framework, memory recall is cast as arising from fictive prediction errors that furnish training signals to optimise generative models of the world, in the absence of sensory data.
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spelling pubmed-73059462020-09-01 Prediction and memory: A predictive coding account Barron, Helen C. Auksztulewicz, Ryszard Friston, Karl Prog Neurobiol Article The hippocampus is crucial for episodic memory, but it is also involved in online prediction. Evidence suggests that a unitary hippocampal code underlies both episodic memory and predictive processing, yet within a predictive coding framework the hippocampal-neocortical interactions that accompany these two phenomena are distinct and opposing. Namely, during episodic recall, the hippocampus is thought to exert an excitatory influence on the neocortex, to reinstate activity patterns across cortical circuits. This contrasts with empirical and theoretical work on predictive processing, where descending predictions suppress prediction errors to ‘explain away’ ascending inputs via cortical inhibition. In this hypothesis piece, we attempt to dissolve this previously overlooked dialectic. We consider how the hippocampus may facilitate both prediction and memory, respectively, by inhibiting neocortical prediction errors or increasing their gain. We propose that these distinct processing modes depend upon the neuromodulatory gain (or precision) ascribed to prediction error units. Within this framework, memory recall is cast as arising from fictive prediction errors that furnish training signals to optimise generative models of the world, in the absence of sensory data. Pergamon Press 2020-09 /pmc/articles/PMC7305946/ /pubmed/32446883 http://dx.doi.org/10.1016/j.pneurobio.2020.101821 Text en © 2020 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Barron, Helen C.
Auksztulewicz, Ryszard
Friston, Karl
Prediction and memory: A predictive coding account
title Prediction and memory: A predictive coding account
title_full Prediction and memory: A predictive coding account
title_fullStr Prediction and memory: A predictive coding account
title_full_unstemmed Prediction and memory: A predictive coding account
title_short Prediction and memory: A predictive coding account
title_sort prediction and memory: a predictive coding account
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7305946/
https://www.ncbi.nlm.nih.gov/pubmed/32446883
http://dx.doi.org/10.1016/j.pneurobio.2020.101821
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