11–17 May 2025
Isola d'Elba
Europe/Rome timezone

CMS HH/SH resonant search with anomaly detection algorithm

16 May 2025, 11:40
15m
Sala Bonaparte

Sala Bonaparte

Resonant HH/SH and BSM models Parallel

Speaker

Matej Roguljic (Johns Hopkins University (JHU))

Description

A search for a new massive particle X decaying into a Higgs boson H and a second particle, Y using an anomaly detection algorithm is presented. The dataset collected by the CMS experiment in proton-proton collisions at 13 TeV center-of-mass energy is analyzed. The final states with Higgs bosons decaying to a bb quark pair and reconstructed a single large-radius jets are considered. This search focuses on the final states with the Y decay products reconstructed as a large-radius jets. The identification of the Y particle is enhanced by computing the anomaly score of its candidate jet using a variational autoencoder, allowing the simultaneous search for multiple Y decay modes with a single analysis.

Author

Matej Roguljic (Johns Hopkins University (JHU))

Co-author

Presentation materials