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Shaping the learning landscape in neural networks around wide flat minima

Learning in deep neural networks takes place by minimizing a nonconvex high-dimensional loss function, typically by a stochastic gradient descent (SGD) strategy. The learning process is observed to be able to find good minimizers without getting stuck in local critical points and such minimizers are...

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Detalhes bibliográficos
Publicado no:Proc Natl Acad Sci U S A
Main Authors: Baldassi, Carlo, Pittorino, Fabrizio, Zecchina, Riccardo
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6955380/
https://ncbi.nlm.nih.gov/pubmed/31871189
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1908636117
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