Anomaly detection search for new resonances decaying into a Higgs boson and a generic new particle X in hadronic final states using √s=13bTeV pp collisions with the ATLAS detector

Abstract

A search is presented for a heavy resonance Formula Presented decaying into a Standard Model Higgs boson Formula Presented and a new particle Formula Presented in a fully hadronic final state. The full Large Hadron Collider run 2 dataset of proton-proton collisions at Formula Presented collected by the ATLAS detector from 2015 to 2018 is used and corresponds to an integrated luminosity of Formula Presented. The search targets the high Formula Presented-mass region, where the Formula Presented and Formula Presented have a significant Lorentz boost in the laboratory frame. A novel application of anomaly detection is used to define a general signal region, where events are selected solely because of their incompatibility with a learned background-only model. It is constructed using a jet-level tagger for signal-model-independent selection of the boosted Formula Presented particle, representing the first application of fully unsupervised machine learning to an ATLAS analysis. Two additional signal regions are implemented to target a benchmark Formula Presented decay into two quarks, covering topologies where the Formula Presented is reconstructed as either a single large-radius jet or two small-radius jets. The analysis selects Higgs boson decays into Formula Presented, and a dedicated neural-network-based tagger provides sensitivity to the boosted heavy-flavor topology. No significant excess of data over the expected background is observed, and the results are presented as upper limits on the production cross section Formula Presented) for signals with Formula Presented between 1.5 and 6 TeV and Formula Presented between 65 and 3000 GeV.

Metadata

Authors/Creators:	Aad, G. https://orcid.org/0000-0002-6665-4934 Abbott, B. https://orcid.org/0000-0002-5888-2734 Abbott, D.C. https://orcid.org/0000-0002-7248-3203 Abeling, K. https://orcid.org/0000-0002-1002-1652 Abidi, S.H. https://orcid.org/0000-0002-8496-9294 Aboulhorma, A. https://orcid.org/0000-0002-9987-2292 Abramowicz, H. https://orcid.org/0000-0001-5329-6640 Abreu, H. https://orcid.org/0000-0002-1599-2896 Abulaiti, Y. https://orcid.org/0000-0003-0403-3697 Abusleme Hoffman, A.C. https://orcid.org/0000-0003-0762-7204 Acharya, B.S. https://orcid.org/0000-0002-8588-9157 Achkar, B. https://orcid.org/0000-0002-0288-2567 Adam Bourdarios, C. https://orcid.org/0000-0002-2634-4958 Adamczyk, L. https://orcid.org/0000-0002-5859-2075 Adamek, L. https://orcid.org/0000-0003-1562-3502 Addepalli, S.V. https://orcid.org/0000-0002-2919-6663 Adelman, J. https://orcid.org/0000-0002-1041-3496 Adiguzel, A. https://orcid.org/0000-0001-6644-0517 Adorni, S. https://orcid.org/0000-0003-3620-1149 Adye, T. https://orcid.org/0000-0003-0627-5059 Affolder, A.A. https://orcid.org/0000-0002-9058-7217 Afik, Y. https://orcid.org/0000-0001-8102-356X Agaras, M.N. https://orcid.org/0000-0002-4355-5589 Agarwala, J. https://orcid.org/0000-0002-4754-7455 Aggarwal, A. https://orcid.org/0000-0002-1922-2039 Agheorghiesei, C. https://orcid.org/0000-0003-3695-1847 Aguilar-Saavedra, J.A. https://orcid.org/0000-0002-5475-8920 Ahmad, A. https://orcid.org/0000-0001-8638-0582 Ahmadov, F. https://orcid.org/0000-0003-3644-540X Ahmed, W.S. https://orcid.org/0000-0003-0128-3279 Ahuja, S. https://orcid.org/0000-0003-4368-9285 Ai, X. https://orcid.org/0000-0003-3856-2415 Aielli, G. https://orcid.org/0000-0002-0573-8114 Aizenberg, I. https://orcid.org/0000-0003-2150-1624 Akbiyik, M. https://orcid.org/0000-0002-7342-3130 Åkesson, T.P.A. https://orcid.org/0000-0003-4141-5408 Akimov, A.V. https://orcid.org/0000-0002-2846-2958 Al Khoury, K. https://orcid.org/0000-0002-0547-8199 Alberghi, G.L. https://orcid.org/0000-0003-2388-987X Albert, J. https://orcid.org/0000-0003-0253-2505 Albicocco, P. https://orcid.org/0000-0001-6430-1038 Alderweireldt, S. https://orcid.org/0000-0002-8224-7036 Aleksa, M. https://orcid.org/0000-0002-1936-9217 Aleksandrov, I.N. https://orcid.org/0000-0001-7381-6762 Alexa, C. https://orcid.org/0000-0003-0922-7669 Alexopoulos, T. https://orcid.org/0000-0002-8977-279X Alfonsi, A. https://orcid.org/0000-0001-7406-4531 Alfonsi, F. https://orcid.org/0000-0002-0966-0211 Alhroob, M. https://orcid.org/0000-0001-7569-7111 Ali, B. https://orcid.org/0000-0001-8653-5556 Ali, S. https://orcid.org/0000-0001-5216-3133 Aliev, M. https://orcid.org/0000-0002-9012-3746 Alimonti, G. https://orcid.org/0000-0002-7128-9046 Alkakhi, W. https://orcid.org/0000-0001-9355-4245 Allaire, C. https://orcid.org/0000-0003-4745-538X Allbrooke, B.M.M. https://orcid.org/0000-0002-5738-2471 Allport, P.P. https://orcid.org/0000-0001-7303-2570 Aloisio, A. https://orcid.org/0000-0002-3883-6693 Alonso, F. https://orcid.org/0000-0001-9431-8156 Alpigiani, C. https://orcid.org/0000-0002-7641-5814 Alunno Camelia, E. 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Copyright, Publisher and Additional Information:	© 2023 CERN, for the ATLAS Collaboration. This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Keywords:	Nuclear and Plasma Physics; Particle and High Energy Physics; Physical Sciences
Dates:	Accepted: 29 July 2023 Published (online): 18 September 2023 Published: 18 September 2023
Institution:	The University of Sheffield
Academic Units:	The University of Sheffield > Faculty of Science (Sheffield) > Department of Physics and Astronomy (Sheffield)
Depositing User:	Symplectic Sheffield
Date Deposited:	24 Nov 2023 11:53
Last Modified:	24 Nov 2023 11:53
Published Version:	http://dx.doi.org/10.1103/physrevd.108.052009
Status:	Published
Publisher:	American Physical Society (APS)
Refereed:	Yes
Identification Number:	https://doi.org/10.1103/physrevd.108.052009

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Anomaly detection search for new resonances decaying into a Higgs boson and a generic new particle X in hadronic final states using √s=13bTeV pp collisions with the ATLAS detector

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