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Quantum anomaly detection in the latent space of proton collision events at the LHC

We propose a new strategy for anomaly detection at the LHC based on unsupervised quantum machine learning algorithms. To accommodate the constraints on the problem size dictated by the limitations of current quantum hardware we develop a classical convolutional autoencoder. The designed quantum anom...

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Detalles Bibliográficos
Autores principales: Woźniak, Kinga Anna, Belis, Vasilis, Puljak, Ema, Barkoutsos, Panagiotis, Dissertori, Günther, Grossi, Michele, Pierini, Maurizio, Reiter, Florentin, Tavernelli, Ivano, Vallecorsa, Sofia
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:http://cds.cern.ch/record/2848669