Deep neural networks using a single neuron: folded-in-time architecture using feedback-modulated del...
Deep neural networks using a single neuron: folded-in-time architecture using feedback-modulated delay loops
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London: Nature Publishing Group UK
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English
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London: Nature Publishing Group UK
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Deep neural networks are among the most widely applied machine learning tools showing outstanding performance in a broad range of tasks. We present a method for folding a deep neural network of arbitrary size into a single neuron with multiple time-delayed feedback loops. This single-neuron deep neural network comprises only a single nonlinearity a...
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Deep neural networks using a single neuron: folded-in-time architecture using feedback-modulated delay loops
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TN_cdi_doaj_primary_oai_doaj_org_article_a30698a825bc4477addc0a41c91fd055
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https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_a30698a825bc4477addc0a41c91fd055
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ISSN
2041-1723
E-ISSN
2041-1723
DOI
10.1038/s41467-021-25427-4
