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Unreasonable effectiveness of learning neural networks: From accessible states and robust ensembles to basic algorithmic schemes

In artificial neural networks, learning from data is a computationally demanding task in which a large number of connection weights are iteratively tuned through stochastic-gradient-based heuristic processes over a cost function. It is not well understood how learning occurs in these systems, in par...

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Detalhes bibliográficos
Publicado no:Proc Natl Acad Sci U S A
Main Authors: Baldassi, Carlo, Borgs, Christian, Chayes, Jennifer T., Ingrosso, Alessandro, Lucibello, Carlo, Saglietti, Luca, Zecchina, Riccardo
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5137727/
https://ncbi.nlm.nih.gov/pubmed/27856745
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1608103113
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