2020/08/31 by Christoph Englert, Malcolm Fairbairn, Michael Spannowsky +2
Engineering · Physics and Astronomy · #Boson #Cascade #Computer science #Electronic engineering #Engineering #Higgs boson #Higgs sector #Kinematics #Neutrino Physics Research #Particle Detector Development and Performance #Particle physics #Particle physics theoretical and experimental studies #Phenomenology (philosophy) #Physics #Physics beyond the Standard Model #Programming language #Quantum mechanics #SIGNAL (programming language) #Sensitivity (control systems) #Standard Model (mathematical formulation) #hep-ex #hep-ph
paper · pdf · doi:10.1103/physrevd.102.095027
9 pages, 5 figures, 1 table; v2: version published in PRD
openalex created_date 2020/08/24 · openalex publication_date 2020/11/30 · arxiv created 2020/12/11 · arxiv updated 2020/12/30 · openalex updated_date 2026/08/05
Beyond the Standard Model scenarios with extensions of the Higgs sector typically predict new resonances that can undergo a series of cascade decays to detectable Standard Model particles. On one hand, sensitivity to such signatures will contribute to the full reconstruction of the extended Higgs potential if a new physics discovery will be made. On the other hand, such cascade decays could be dominant decay channels, thus being potentially the best motivated signatures to achieve a new physics discovery in the first place. In this work, we show how the long short-term memory that is encoded in the cascade decays' phenomenology can be exploited in discriminating the signal from the background, where no such information is present. In parallel, we demonstrate for theoretically motivated scenarios that such an approach provides improved sensitivity compared to more standard analyses, where only information about the signal's final state kinematics is included.