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Portraying double Higgs at the Large Hadron Collider II

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Title
Portraying double Higgs at the Large Hadron Collider II
Author(s)
Li Huang; Su-beom Kang; Jeong Han Kim; Kyoungchul Kong; Jun Seung Pi
Publication Date
2022-08
Journal
JOURNAL OF HIGH ENERGY PHYSICS, v.2022, no.8
Publisher
SPRINGER
Abstract
The Higgs potential is vital to understand the electroweak symmetry breaking mechanism, and probing the Higgs self-interaction is arguably one of the most important physics targets at current and upcoming collider experiments. In particular, the triple Higgs coupling may be accessible at the HL-LHC by combining results in multiple channels, which motivates to study all possible decay modes for the double Higgs production. In this paper, we revisit the double Higgs production at the HL-LHC in the final state with two b-tagged jets, two leptons and missing transverse momentum. We focus on the performance of various neural network architectures with different input features: low-level (four momenta), high-level (kinematic variables) and image-based. We find it possible to bring a modest increase in the signal sensitivity over existing results via careful optimization of machine learning algorithms making a full use of novel kinematic variables.
URI
https://pr.ibs.re.kr/handle/8788114/12361
DOI
10.1007/JHEP08(2022)114
ISSN
1126-6708
Appears in Collections:
Center for Fundamental Theory(순수물리이론 연구단) > 1. Journal Papers (저널논문)
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