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CoolMomentum: a method for stochastic optimization by Langevin dynamics with simulated annealing

Deep learning applications require global optimization of non-convex objective functions, which have multiple local minima. The same problem is often found in physical simulations and may be resolved by the methods of Langevin dynamics with Simulated Annealing, which is a well-established approach f...

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Detalhes bibliográficos
Publicado no:Sci Rep
Main Authors: Borysenko, Oleksandr, Byshkin, Maksym
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Publishing Group UK 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC8139967/
https://ncbi.nlm.nih.gov/pubmed/34021212
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-021-90144-3
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