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Random synaptic feedback weights support error backpropagation for deep learning

The brain processes information through multiple layers of neurons. This deep architecture is representationally powerful, but complicates learning because it is difficult to identify the responsible neurons when a mistake is made. In machine learning, the backpropagation algorithm assigns blame by...

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Detalhes bibliográficos
Publicado no:Nat Commun
Main Authors: Lillicrap, Timothy P., Cownden, Daniel, Tweed, Douglas B., Akerman, Colin J.
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Publishing Group 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5105169/
https://ncbi.nlm.nih.gov/pubmed/27824044
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/ncomms13276
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