Anomaly detection for LHC searches

Apr 22, 2025, 9:45 AM
22m
Plenary talk Collider

Speaker

Barry Dillon (Ulster University)

Description

Deep-learning methods have given us new tools for finding outliers in datasets, and opens up new opportunities for new-physics search strategies based on these anomaly-detection tools. In this talk I will discuss Normalised AutoEncoders, and how self-supervised learning can be used to find effective sets of observables for the analyses.

Author

Barry Dillon (Ulster University)

Presentation materials