ATLAS flavour-tagging algorithms for the LHC Run 2 pp collision dataset

Abstract

The flavour-tagging algorithms developed by the ATLAS Collaboration and used to analyse its dataset of s√=13 TeV pp collisions from Run 2 of the Large Hadron Collider are presented. These new tagging algorithms are based on recurrent and deep neural networks, and their performance is evaluated in simulated collision events. These developments yield considerable improvements over previous jet-flavour identification strategies. At the 77% b-jet identification efficiency operating point, light-jet (charm-jet) rejection factors of 170 (5) are achieved in a sample of simulated Standard Model tt¯ events; similarly, at a c-jet identification efficiency of 30%, a light-jet (b-jet) rejection factor of 70 (9) is obtained.

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 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 Ait Tamlihat, M. https://orcid.org/0000-0002-1322-4666 Aitbenchikh, B. https://orcid.org/0000-0002-8020-1181 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 Allendes Flores, C.A. https://orcid.org/0000-0002-1509-3217 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 Alvarez Estevez, M. https://orcid.org/0000-0002-8181-6532 Alviggi, M.G. https://orcid.org/0000-0003-0026-982X Aly, M. https://orcid.org/0000-0003-3043-3715 Amaral Coutinho, Y. https://orcid.org/0000-0002-1798-7230 Ambler, A. https://orcid.org/0000-0003-2184-3480 Amelung, C. 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Copyright, Publisher and Additional Information:	© 2023 CERN, for the benefit of 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.
Dates:	Accepted: 27 January 2023 Published (online): 31 July 2023 Published: July 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:	07 Aug 2023 14:16
Last Modified:	07 Aug 2023 14:33
Status:	Published
Publisher:	Springer Science and Business Media LLC
Refereed:	Yes
Identification Number:	https://doi.org/10.1140/epjc/s10052-023-11699-1

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ATLAS flavour-tagging algorithms for the LHC Run 2 pp collision dataset

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