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The overfitted brain hypothesis

What is the purpose of dreaming? Many scientists have postulated a role for dreaming in learning, often with the aim of improving generative models. In this issue of Patterns, Erik Hoel proposes a novel hypothesis, namely, that dreaming provides a means to reduce overfitting. This hypothesis is inte...

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Detalles Bibliográficos
Autores principales: Prince, Luke Y., Richards, Blake A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8134936/
https://www.ncbi.nlm.nih.gov/pubmed/34027504
http://dx.doi.org/10.1016/j.patter.2021.100268
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author Prince, Luke Y.
Richards, Blake A.
author_facet Prince, Luke Y.
Richards, Blake A.
author_sort Prince, Luke Y.
collection PubMed
description What is the purpose of dreaming? Many scientists have postulated a role for dreaming in learning, often with the aim of improving generative models. In this issue of Patterns, Erik Hoel proposes a novel hypothesis, namely, that dreaming provides a means to reduce overfitting. This hypothesis is interesting both for neuroscience and for the development of new machine-learning systems.
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spelling pubmed-81349362021-05-21 The overfitted brain hypothesis Prince, Luke Y. Richards, Blake A. Patterns (N Y) Preview What is the purpose of dreaming? Many scientists have postulated a role for dreaming in learning, often with the aim of improving generative models. In this issue of Patterns, Erik Hoel proposes a novel hypothesis, namely, that dreaming provides a means to reduce overfitting. This hypothesis is interesting both for neuroscience and for the development of new machine-learning systems. Elsevier 2021-05-14 /pmc/articles/PMC8134936/ /pubmed/34027504 http://dx.doi.org/10.1016/j.patter.2021.100268 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Preview
Prince, Luke Y.
Richards, Blake A.
The overfitted brain hypothesis
title The overfitted brain hypothesis
title_full The overfitted brain hypothesis
title_fullStr The overfitted brain hypothesis
title_full_unstemmed The overfitted brain hypothesis
title_short The overfitted brain hypothesis
title_sort overfitted brain hypothesis
topic Preview
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8134936/
https://www.ncbi.nlm.nih.gov/pubmed/34027504
http://dx.doi.org/10.1016/j.patter.2021.100268
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