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Signal-agnostic Optimization of Normalized Autoencoders for Model Independent Searches

A particularly interesting application of autoencoders (AE) for HEP is their use as anomaly detection (AD) algorithms to perform a signal-agnostic search for new physics. This is achieved by training the AE on Standard Model physics and tagging potential signal events as anomalies. The use of an AE...

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Detalles Bibliográficos
Autor principal: CMS Collaboration
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:http://cds.cern.ch/record/2871591