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Machine Learning String Standard Models

We study machine learning of phenomenologically relevant properties of string compactifications, which arise in the context of heterotic line bundle models. Both supervised and unsupervised learning are considered. We find that, for a fixed compactification manifold, relatively small neural networks...

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Detalles Bibliográficos
Autores principales: Deen, Rehan, He, Yang-Hui, Lee, Seung-Joo, Lukas, Andre
Lenguaje:eng
Publicado: 2020
Materias:
Acceso en línea:https://dx.doi.org/10.1103/PhysRevD.105.046001
http://cds.cern.ch/record/2715331