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Searching for Anomalies with Foundation Models

Announce Type: replace-cross Abstract: Foundation models have the potential to extend the discovery reach for anomaly detection searches. When studying the large OmniLearned foundation model on data from the CMS experiment, unexpected behavior was observed in a mass sideband. The purpose of this paper is to perform a full analysis, including a complete background estimate, on the phase space picked out by the large model.

arXiv Physics 8d ago