Journal
PHYSICAL REVIEW D
Volume 102, Issue 9, Pages -Publisher
AMER PHYSICAL SOC
DOI: 10.1103/PhysRevD.102.095027
Keywords
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Funding
- UK Science and Technology Facilities Council (STFC) [ST/P000746/1]
- IPPP Associateship Scheme
- STFC [ST/L000326/1, ST/T506102/1, ST/P001246/1]
- European Research Council under the European Union's Horizon 2020 programme (ERC Grant) [648680]
- Sir Richard Trainor Scholarship
- STFC [ST/L000326/1, ST/P000746/1, ST/P001246/1, ST/P000258/1] Funding Source: UKRI
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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 Riggs 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.
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