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Stochastic reinforcement benefits skill acquisition

Learning complex skills is driven by reinforcement, which facilitates both online within-session gains and retention of the acquired skills. Yet, in ecologically relevant situations, skills are often acquired when mapping between actions and rewarding outcomes is unknown to the learning agent, resul...

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Detalles Bibliográficos
Autores principales: Dayan, Eran, Averbeck, Bruno B., Richmond, Barry J., Cohen, Leonardo G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3929848/
https://www.ncbi.nlm.nih.gov/pubmed/24532838
http://dx.doi.org/10.1101/lm.032417.113
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author Dayan, Eran
Averbeck, Bruno B.
Richmond, Barry J.
Cohen, Leonardo G.
author_facet Dayan, Eran
Averbeck, Bruno B.
Richmond, Barry J.
Cohen, Leonardo G.
author_sort Dayan, Eran
collection PubMed
description Learning complex skills is driven by reinforcement, which facilitates both online within-session gains and retention of the acquired skills. Yet, in ecologically relevant situations, skills are often acquired when mapping between actions and rewarding outcomes is unknown to the learning agent, resulting in reinforcement schedules of a stochastic nature. Here we trained subjects on a visuomotor learning task, comparing reinforcement schedules with higher, lower, or no stochasticity. Training under higher levels of stochastic reinforcement benefited skill acquisition, enhancing both online gains and long-term retention. These findings indicate that the enhancing effects of reinforcement on skill acquisition depend on reinforcement schedules.
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spelling pubmed-39298482015-03-01 Stochastic reinforcement benefits skill acquisition Dayan, Eran Averbeck, Bruno B. Richmond, Barry J. Cohen, Leonardo G. Learn Mem Brief Communication Learning complex skills is driven by reinforcement, which facilitates both online within-session gains and retention of the acquired skills. Yet, in ecologically relevant situations, skills are often acquired when mapping between actions and rewarding outcomes is unknown to the learning agent, resulting in reinforcement schedules of a stochastic nature. Here we trained subjects on a visuomotor learning task, comparing reinforcement schedules with higher, lower, or no stochasticity. Training under higher levels of stochastic reinforcement benefited skill acquisition, enhancing both online gains and long-term retention. These findings indicate that the enhancing effects of reinforcement on skill acquisition depend on reinforcement schedules. Cold Spring Harbor Laboratory Press 2014-03 /pmc/articles/PMC3929848/ /pubmed/24532838 http://dx.doi.org/10.1101/lm.032417.113 Text en Published by Cold Spring Harbor Laboratory Press http://creativecommons.org/licenses/by-nc/3.0/ This article is distributed exclusively by Cold Spring Harbor Laboratory Press for the first 12 months after the full-issue publication date (see http://learnmem.cshlp.org/site/misc/terms.xhtml). After 12 months, it is available under a Creative Commons License (Attribution-NonCommercial 3.0 Unported), as described at http://creativecommons.org/licenses/by-nc/3.0/.
spellingShingle Brief Communication
Dayan, Eran
Averbeck, Bruno B.
Richmond, Barry J.
Cohen, Leonardo G.
Stochastic reinforcement benefits skill acquisition
title Stochastic reinforcement benefits skill acquisition
title_full Stochastic reinforcement benefits skill acquisition
title_fullStr Stochastic reinforcement benefits skill acquisition
title_full_unstemmed Stochastic reinforcement benefits skill acquisition
title_short Stochastic reinforcement benefits skill acquisition
title_sort stochastic reinforcement benefits skill acquisition
topic Brief Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3929848/
https://www.ncbi.nlm.nih.gov/pubmed/24532838
http://dx.doi.org/10.1101/lm.032417.113
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