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Compressing PDF sets using generative adversarial networks

We present a compression algorithm for parton densities using synthetic replicas generated from the training of a generative adversarial network (GAN). The generated replicas are used to further enhance the statistics of a given Monte Carlo PDF set prior to compression. This results in a compression...

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Detalles Bibliográficos
Autores principales: Carrazza, Stefano, Cruz-Martinez, Juan M., Rabemananjara, Tanjona R.
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:https://dx.doi.org/10.1140/epjc/s10052-021-09338-8
http://cds.cern.ch/record/2764309