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Adaptive Monte Carlo augmented with normalizing flows

Many problems in the physical sciences, machine learning, and statistical inference necessitate sampling from a high-dimensional, multimodal probability distribution. Markov Chain Monte Carlo (MCMC) algorithms, the ubiquitous tool for this task, typically rely on random local updates to propagate co...

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Detalles Bibliográficos
Autores principales: Gabrié, Marylou, Rotskoff, Grant M., Vanden-Eijnden, Eric
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8915891/
https://www.ncbi.nlm.nih.gov/pubmed/35235453
http://dx.doi.org/10.1073/pnas.2109420119

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