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oai:ebyu-rdlopen.rawdatalibrary.net:ebyu/107882026-10-18T20:25:55Zopenairedrivercom_ebyu_10000col_ebyu_10001

Performance of heavy-flavour jet identification in Lorentz-boosted topologies in proton-proton collisions at (Formula presented)Hayrapetyan, A.Tumasyan, A.Adam, W.Andrejkovic, J.W.Benato, L.Bergauer, T.Chatterjee, S.Damanakis, K.Dragicevic, M.Hussain, P.S.Jeitler, M.Krammer, N.Li, A.Liko, D.Mikulec, I.Schieck, J.Schöfbeck, R.Schwarz, D.Sonawane, M.Waltenberger, W.Wulz, C.-E.Janssen, T.Van Laer, T.Van Mechelen, P.Breugelmans, N.D’Hondt, J.Dansana, S.De Moor, A.Delcourt, M.Heyen, F.Lowette, S.Makarenko, I.Müller, D.Tavernier, S.Tytgat, M.Van Onsem, G.P.Van Putte, S.Vannerom, D.Bilin, B.Clerbaux, B.Das, A.K.De Bruyn, I.De Lentdecker, G.Evard, H.Favart, L.Gianneios, P.Jaramillo, J.Khalilzadeh, A.Khan, F.A.Lee, K.calibration and fitting methodscluster findingPattern recognitionPerformance of High Energy Physics DetectorsBosonsCalibrationJetsLearning systemsParticle detectorsTopologyCalibration methodFitting methodHeavy flavoursHiggs bosonHigh energy physics detectorLorentzPerformancePerformance of high energy physic detectorProton proton collisionsMeasurements in the highly Lorentz-boosted regime provoke increased interest in probing the Higgs boson properties and in searching for particles beyond the standard model at the LHC. In the CMS Collaboration, various boosted-object tagging algorithms, designed to identify hadronic jets originating from a massive particle decaying to (Formula presented) or (Formula presented), have been developed and deployed across a range of physics analyses. This paper highlights their performance on simulated events, and summarizes novel calibration techniques using proton-proton collision data collected at (Formula presented) during the 2016–2018 LHC data-taking period. Three dedicated methods are used for the calibration in multijet events, leveraging either machine learning techniques, the presence of muons within energetic boosted jets, or the reconstruction of hadronically decaying high-energy Z bosons. The calibration results, obtained through a combination of these approaches, are presented and discussed. © 2025 Institute of Physics. All rights reserved.Institute of Physics2025Articlehttps://rdlopen.rawdatalibrary.net/r/ebyu/10788https://doi.org/10.1088/1748-0221/20/11/p110061748-0221enJournal of Instrumentationinfo:eu-repo/semantics/openAccessinfo:eu-repo/semantics/articlehttps://ebyu-rdlopen.rawdatalibrary.net/tr/items/ebyu/10788