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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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Publicat a:Sci Rep
Autors principals: Borysenko, Oleksandr, Byshkin, Maksym
Format: Artigo
Idioma:Inglês
Publicat: Nature Publishing Group UK 2021
Matèries:
Accés en línia: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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