6–10 Nov 2023
DESY
Europe/Zurich timezone

Non-resonant Anomaly Detection with Background Extrapolation

9 Nov 2023, 09:00
15m
Main Auditorium (DESY)

Main Auditorium

DESY

Speaker

Kehang Bai (University of Oregon (US))

Description

Searching for non-resonant signals at the LHC is a relatively underexplored, yet challenging approach to discover new physics. These signals could arise from off-shell effects or final states with significant missing energy. This talk explores the potential of using weakly supervised anomaly detection to identify new non-resonant phenomena at the LHC. Our approach extends existing resonant anomaly detection methods from background interpolation to extrapolation. We use semi-visible jets, a type of signature predicted by dark QCD models, as a benchmark to test the sensitivity of the proposed methods.

Author

Kehang Bai (University of Oregon (US))

Co-authors

Ben Nachman (Lawrence Berkeley National Lab. (US)) Radha Mastandrea (University of California, Berkeley)

Presentation materials