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Generative models uncertainty estimation

In recent years fully-parametric fast simulation methods based on generative models have been proposed for a variety of high-energy physics detectors. By their nature, the quality of data-driven models degrades in the regions of the phase space where the data are sparse. Since machine-learning model...

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Detalles Bibliográficos
Autores principales: Anderlini, Lucio, Chimpoesh, Constantine, Kazeev, Nikita, Shishigina, Agata
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/2438/1/012088
http://cds.cern.ch/record/2837844