Individual differences among deep neural network models

Do artificial neural networks, like brains, exhibit individual differences? Using tools from systems neuroscience, this study reveals substantial variability in network-internal representations, calling into question the neuroscientific practice of using single networks as models of brain function.

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Detalles Bibliográficos
Autores principales:	Johannes Mehrer, Courtney J. Spoerer, Nikolaus Kriegeskorte, Tim C. Kietzmann
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2020
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/2dc8aab8551349db9390fdc10d566c86
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spelling	oai:doaj.org-article:2dc8aab8551349db9390fdc10d566c862021-12-02T16:56:51ZIndividual differences among deep neural network models10.1038/s41467-020-19632-w2041-1723https://doaj.org/article/2dc8aab8551349db9390fdc10d566c862020-11-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-19632-whttps://doaj.org/toc/2041-1723Do artificial neural networks, like brains, exhibit individual differences? Using tools from systems neuroscience, this study reveals substantial variability in network-internal representations, calling into question the neuroscientific practice of using single networks as models of brain function.Johannes MehrerCourtney J. SpoererNikolaus KriegeskorteTim C. KietzmannNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-12 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Johannes Mehrer Courtney J. Spoerer Nikolaus Kriegeskorte Tim C. Kietzmann Individual differences among deep neural network models
description	Do artificial neural networks, like brains, exhibit individual differences? Using tools from systems neuroscience, this study reveals substantial variability in network-internal representations, calling into question the neuroscientific practice of using single networks as models of brain function.
format	article
author	Johannes Mehrer Courtney J. Spoerer Nikolaus Kriegeskorte Tim C. Kietzmann
author_facet	Johannes Mehrer Courtney J. Spoerer Nikolaus Kriegeskorte Tim C. Kietzmann
author_sort	Johannes Mehrer
title	Individual differences among deep neural network models
title_short	Individual differences among deep neural network models
title_full	Individual differences among deep neural network models
title_fullStr	Individual differences among deep neural network models
title_full_unstemmed	Individual differences among deep neural network models
title_sort	individual differences among deep neural network models
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/2dc8aab8551349db9390fdc10d566c86
work_keys_str_mv	AT johannesmehrer individualdifferencesamongdeepneuralnetworkmodels AT courtneyjspoerer individualdifferencesamongdeepneuralnetworkmodels AT nikolauskriegeskorte individualdifferencesamongdeepneuralnetworkmodels AT timckietzmann individualdifferencesamongdeepneuralnetworkmodels
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Individual differences among deep neural network models

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