Pushing the Discovery Frontier: Extended Scalar Sector Searches with ML-​based Jet Taggers at CMS

Jul 13, 2026, 5:30 PM
1h

Speaker

Christos Leonidou (University of Cyprus (CY))

Description

The discovery of the 125 GeV Higgs boson opened a new era in the search for heavy resonances at the LHC. Many BSM scenarios, such as 2HDM, 2HDM+S,​ TRSM, and NMSSM, predict extended scalar sectors with additional Higgs-like states. These models often produce final states with high-​pT Higgs bosons, requiring advanced​ jet-tagging techniques. This talk presents the latest searches from the CMS Collaboration for a heavy scalar​ (X) decaying into a SM-like Higgs boson​ (H) and another scalar, which could be a BSM scalar (Y) or another SM-like Higgs boson. We highlight the critical role of state-of-the-art ​ML-based jet-taggers in identifying boosted decay topologies, which significantly enhance the sensitivity over traditional methods. A summary of recent results is provided, showcasing the most stringent constraints to date on several extended scalar benchmarks.

Author

Christos Leonidou (University of Cyprus (CY))

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