9–13 Nov 2026
KEK
Asia/Tokyo timezone

BSM triple Higgs coupling determination with Neural Networks

12 Nov 2026, 14:18
18m
Bld.3-1F-Seminar hall (KEK)

Bld.3-1F-Seminar hall

KEK

Oral presentation Beyond the Standard Model Joint: Higgs/EW and BSM

Speaker

Sven Heinemeyer (Consejo Superior de Investigaciones Cientificas (CSIC) (ES))

Description

We use a Neural Network (NN) to determine the size of a BSM triple Higgs coupling, $\lambda_{hhH}$, where $h$ is the Higgs boson discovered at the LHC, and $H$ is a heavier CP-even Higgs boson. The underlying model is the SM extended by a real singlet (RxSM). Using the processes $e^+e^- \to Zhh$ and $e^+e^- \to \nu\bar\nu hh$, we feed the anticipated $m_{hh}$ invariant mass distributions into the NN to determine the value of $\lambda_{hhH}$. We find that this method is superior to traditional approaches.

Authors

Alain Verduras Schaeidt (DESY) Carlos Pulido Boatella (UAM (Madrid)) Kateryna Radschenko Serdula (IFT (Madrid)) Sven Heinemeyer (Consejo Superior de Investigaciones Cientificas (CSIC) (ES))

Presentation materials

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