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Listar por palabra clave "Statistical physics"

RiuNet: Repositorio Institucional de la Universidad Politécnica de Valencia

Listar por palabra clave "Statistical physics"

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    Efficient training of energy-based models via spin-glass control 
    Pozas-Kerstjens, Alejandro; Muñoz-Gil, Gorka; Piñol, Eloy; Garcia March, Miguel Angel; Acín, Antonio; Lewenstein, Maciej; Grzybowski, Przemyslaw R. (IOP Publishing, 2021-06)
    [EN] We introduce a new family of energy-based probabilistic graphical models for efficient unsupervised learning. Its definition is motivated by the control of the spin-glass properties of the Ising model described by the ...
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    Single trajectory characterization via machine learning 
    Munoz-Gil, Gorka; Garcia March, Miguel Angel; Manzo, Carlo; Martin-Guerrero, Jose D.; Lewenstein, Maciej (IOP Publishing, 2020-01)
    [EN] In order to study transport in complex environments, it is extremely important to determine the physical mechanism underlying diffusion and precisely characterize its nature and parameters. Often, this task is strongly ...