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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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Detalles Bibliográficos
Publicado en:Sci Rep
Main Authors: Borysenko, Oleksandr, Byshkin, Maksym
Formato: Artigo
Idioma:Inglês
Publicado: Nature Publishing Group UK 2021
Assuntos:
Acceso en liña: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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