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Particle Generative Adversarial Networks for full-event simulation at the LHC and their application to pileup description

We investigate how a Generative Adversarial Network could be used to generate a list of particle four-momenta from LHC proton collisions, allowing one to define a generative model that could abstract from the irregularities of typical detector geometries. As an example of application, we show how su...

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Detalles Bibliográficos
Autores principales: Arjona Martínez, Jesús, Nguyen, Thong Q., Pierini, Maurizio, Spiropulu, Maria, Vlimant, Jean-Roch
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/1525/1/012081
http://cds.cern.ch/record/2705530