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Discrete distributions are learnable from metastable samples

Abstract Physically motivated stochastic dynamics are widely used to sample from high-dimensional distributions. However, such samplers often get trapped in metastable states, approximately sampling from a distribution that differs significantly from the desired stationary state. We rigorously show...

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Principais autores: Abhijith Jayakumar, Andrey Y. Lokhov, Sidhant Misra, Marc Vuffray
Formato: Artigo
Idioma:Inglês
Publicado: Nature Portfolio 2026-07-01
Series:Nature Communications
Acceso en liña:https://doi.org/10.1038/s41467-026-75439-1
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