ATLAS flavour-tagging algorithms for the LHC Run 2 <i>pp</i> collision dataset

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Aad, G, Abbott, B, Abeling, K, Abicht, NJ, Abidi, SH, Aboulhorma, A, Abramowicz, H, Abreu, H, Abulaiti, Y, Abusleme Hoffman, AC et al (show 2922 more authors) , Acharya, BS, Adam Bourdarios, C, Adamczyk, L, Adamek, L, Addepalli, SV, Addison, MJ, Adelman, J, Adiguzel, A, Adorni, S, Adye, T, Affolder, AA, Afik, Y, Agaras, MN, Agarwala, J, Aggarwal, A, Agheorghiesei, C, Ahmad, A, Ahmadov, F, Ahmed, WS, Ahuja, S, Ai, X, Aielli, G, Ait Tamlihat, M, Aitbenchikh, B, Aizenberg, I, Akbiyik, M, Akesson, TPA, Akimov, AV, Akiyama, D, Akolkar, NN, Al Khoury, K, Alberghi, GL, Albert, J, Albicocco, P, Albouy, GL, Alderweireldt, S, Aleksa, M, Aleksandrov, IN, Alexa, C, Alexopoulos, T, Alfonsi, A, Alfonsi, F, Alhroob, M, Ali, B, Ali, S, Aliev, M, Alimonti, G, Alkakhi, W, Allaire, C, Allbrooke, BMM, Allendes Flores, CA, Allport, PP, Aloisio, A, Alonso, F, Alpigiani, C, Alvarez Estevez, M, Alvarez Fernandez, A, Alviggi, MG, Aly, M, Amaral Coutinho, Y, Ambler, A, Amelung, C, Amerl, M, Ames, CG, Amidei, D, Amor Dos Santos, SP, Amos, KR, Ananiev, V, Anastopoulos, C, Andeen, T, Anders, JK ORCID: 0000-0002-1846-0262, Andrean, SY, Andreazza, A, Angelidakis, S, Angerami, A, Anisenkov, AV, Annovi, A, Antel, C, Anthony, MT, Antipov, E, Antonelli, M, Antrim, DJA, Anulli, F, Aoki, M, Aoki, T, Aparisi Pozo, JA, Aparo, MA, Aperio Bella, L, Appelt, C, Aranzabal, N, Araujo Ferraz, V, Arcangeletti, C, Arce, ATH, Arena, E, Arguin, J-F, Argyropoulos, S, Arling, J-H, Armbruster, AJ, Arnaez, O, Arnold, H, Arrubarrena Tame, ZP, Artoni, G, Asada, H, Asai, K, Asai, S, Asbah, NA, Assahsah, J, Assamagan, K, Astalos, R, Atashi, S, Atkin, RJ, Atkinson, M, Atlay, NB, Atmani, H, Atmasiddha, PA, Augsten, K, Auricchio, S, Auriol, AD, Austrup, VA, Avolio, G, Axiotis, K, Azuelos, G, Babal, D, Bachacou, H, Bachas, K, Bachiu, A, Backman, F, Badea, A, Bagnaia, P, Bahmani, M, Bailey, AJ, Bailey, VR, Baines, JT, Bakalis, C, Baker, OK, Bakos, E, Bakshi Gupta, D, Balasubramanian, R, Baldin, EM, Balek, P, Ballabene, E, Balli, F, Baltes, LM, Balunas, WK, Balz, J, Banas, E, Bandieramonte, M, Bandyopadhyay, A, Bansal, S, Barak, L, Barakat, M, Barberio, EL, Barberis, D, Barbero, M, Barbour, G, Barends, KN, Barillari, T, Barisits, M-S, Barklow, T, Baron, P, Baron Moreno, DA, Baroncelli, A, Barone, G, Barr, AJ, Barr, JD, Barranco Navarro, L, Barreiro, F, Barreiro Guimares da Costa, J, Barron, U, Barros Teixeira, MG, Barsov, S, Bartels, F, Bartoldus, R, Barton, AE, Bartos, P, Basan, A, Baselga, M, Bassalat, A, Basso, MJ, Basson, CR, Bates, RL, Batlamous, S, Batley, JR, Batool, B, Battaglia, M, Battulga, D, Bauce, M, Bauer, M, Bauer, P, Bazzano Hurrell, LT, Beacham, JB, Beau, T, Beauchemin, PH, Becherer, F, Bechtle, P, Beck, HP, Becker, K, Beddall, AJ, Bednyakov, VA, Bee, CP, Beemster, LJ, Beermann, TA, Begalli, M, Begel, M, Behera, A, Behr, JK, Beirer, JF, Beisiegel, F, Belfkir, M, Bella, G, Bellagamba, L, Bellerive, A, Bellos, P, Beloborodov, K, Belyaev, NL, Benchekroun, D, Bendebba, F, Benhammou, Y, Benoit, M, 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Cremonini, D, Crepe-Renaudin, S, Crescioli, F, Cristinziani, M, Cristoforetti, M, Croft, V, Crosby, JE, Crosetti, G, Cueto, A, Cuhadar Donszelmann, T, Cui, H, Cui, Z, Cunningham, WR, Curcio, F, Czodrowski, P, Czurylo, MM, Da Cunha Sargedas De Sousa, MJ, Da Fonseca Pinto, JV, Da Via, C, Dabrowski, W, Dado, T, Dahbi, S, Dai, T, Dallapiccola, C, Dam, M, D'amen, G, D'Amico, V, Damp, J, Dandoy, JR, Daneri, MF, Danninger, M, Dao, V, Darbo, G, Darmora, S, Das, SJ, D'Auria, S, David, C, Davidek, T, Davis-Purcell, B, Dawson, I, Day-hall, HA, De, K, De Asmundis, R, De Biase, N, De Castro, S, De Groot, N, de Jong, P, De la Torre, H, De Maria, A, De Salvo, A, De Sanctis, U, De Santo, A, De Vivie De Regie, JB, Dedovich, DV, Degens, J, Deiana, AM, Del Corso, F, Del Peso, J, Del Rio, F, Deliot, F, Delitzsch, CM, Della Pietra, M, Della Volpe, D, Dell'Acqua, A, Dell'Asta, L, Delmastro, M, Delsart, PA, Demers, S, Demichev, M, Denisov, SP, D'Eramo, L, Derendarz, D, Derue, F, Dervan, P ORCID: 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Fernandez, S, Gonzalez Lopez, R ORCID: 0000-0003-2302-8754, Gonzalez Renteria, C, Gonzalez Suarez, R, Gonzalez-Sevilla, S, Gonzalvo Rodriguez, GR, Goossens, L, Gorbounov, PA, Gorini, B, Gorini, E, Gorisek, A, Gosart, TC, Goshaw, AT, Gostkin, MI, Goswami, S, Gottardo, CA, Gouighri, M, Goumarre, V, Goussiou, AG, Govender, N, Grabowska-Bold, I, Graham, K, Gramstad, E, Grancagnolo, S, Grandi, M, Gratchev, V, Gravila, PM, Gravili, FG, Gray, HM, Greco, M, Grefe, C, Gregor, IM, Grenier, P, Grieco, C, Grillo, AA, Grimm, K, Grinstein, S, Grivaz, J-F, Gross, E, Grosse-Knetter, J, Grud, C, Grundy, JC, Guan, L, Guan, W, Gubbels, C, Guerrero Rojas, JGR, Guerrieri, G, Guescini, F, Gugel, R, Guhit, JAM, Guida, A, Guillemin, T, Guilloton, E, Guindon, S, Guo, F, Guo, J, Guo, L, Guo, Y, Gupta, R, Gurbuz, S, Gurdasani, SS, Gustavino, G, Guth, M, Gutierrez, P, Gutierrez Zagazeta, LF, Gutschow, C, Gwenlan, C, Gwilliam, CB ORCID: 0000-0002-9401-5304, Haaland, ES, Haas, A, Habedank, M, Haber, C, Hadavand, 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Kostyukhin, VV, Kotsokechagia, A, Kotwal, A, Koulouris, A, Kourkoumeli-Charalampidi, A, Kourkoumelis, C, Kourlitis, E, Kovanda, O, Kowalewski, R, Kozanecki, W, Kozhin, AS, Kramarenko, VA, Kramberger, G, Kramer, P, Krasny, MW, Krasznahorkay, A, Kremer, JA, Kresse, T, Kretzschmar, J ORCID: 0000-0002-8515-1355, Kreul, K, Krieger, P, Krishnamurthy, S, Krivos, M, Krizka, K, Kroeninger, K, Kroha, H, Kroll, J, Kroll, J, Krowpman, KS, Kruchonak, U, Krueger, H, Krumnack, N, Kruse, MC, Krzysiak, JA, Kuchinskaia, O, Kuday, S, Kuehn, S, Kuesters, R, Kuhl, T, Kukhtin, V, Kulchitsky, Y, Kuleshov, S, Kumar, M, Kumari, N, Kupco, A, Kupfer, T, Kupich, A, Kuprash, O, Kurashige, H, Kurchaninov, LL, Kurdysh, O, Kurochkin, YA, Kurova, A, Kuze, M, Kvam, AK, Kvita, J, Kwan, T, Kyriacou, NG, Laatu, LAO, Lacasta, C, Lacava, F, Lacker, H, Lacour, D, Lad, NN, Ladygin, E, Laforge, B, Lagouri, T, Lai, S, Lakomiec, IK, Lalloue, N, Lambert, JE, Lammers, S, Lampl, W, Lampoudis, C, Lancaster, AN, Lancon, E, Landgraf, 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Maltezos, S, Malyukov, S, Mamuzic, J, Mancini, G, Manco, G, Mandalia, JP, Mandic, I, Manhaes de Andrade Filho, L, Maniatis, IM, Manjarres Ramos, J, Mankad, DC, Mann, A, Mansoulie, B, Manzoni, S, Marantis, A, Marchiori, G, Marcisovsky, M, Marcon, C, Marinescu, M, Marjanovic, M, Marshall, EJ, Marshall, Z, Marti-Garcia, S, Martin, TA, Martin, VJ, Martin dit Latour, B, Martinelli, L, Martinez, M, Martinez Agullo, P, Martinez Outschoorn, VI, Martinez Suarez, P, Martin-Haugh, S, Martoiu, VS, Martyniuk, AC, Marzin, A, Mascione, D, Masetti, L, Mashimo, T, Masik, J, Maslennikov, AL, Massa, L, Massarotti, P, Mastrandrea, P, Mastroberardino, A, Masubuchi, T, Mathisen, T, Matousek, J, Matsuzawa, N, Maurer, J, Macek, B, Maximov, DA, Mazini, R, Maznas, I, Mazza, M, Mazza, SM, Mazzeo, E, Mc Ginn, C, Mc Gowan, JP, Mc Kee, SP, McDonald, EF, McDougall, AE, Mcfayden, JA, McGovern, RP, Mchedlidze, G, Mckenzie, RP, Mclachlan, TC, Mclaughlin, DJ, McLean, KD, McMahon, SJ, McNamara, PC, Mcpartland, CM ORCID: 0000-0003-1477-1407, McPherson, RA, Megy, T, Mehlhase, S, Mehta, A ORCID: 0000-0003-2619-9743, Melini, D, Mellado Garcia, BR, Melo, AH, Meloni, F, Mendes Jacques Da Costa, AM, Meng, HY, Meng, L ORCID: 0000-0002-2901-6589, Menke, S, Mentink, M, Meoni, E, Merlassino, C, Merola, L, Meroni, C, Merz, G, Meshkov, O, Metcalfe, J, Mete, AS, Meyer, C, Meyer, J-P, Middleton, RP, Mijovic, L, Mikenberg, G, Mikestikova, M, Mikuz, M, Mildner, H, Milic, A, Milke, CD, Miller, DW, Miller, LS, Milov, A, Milstead, DA, Min, T, Minaenko, AA, Minashvili, IA, Mince, L, Mincer, AI, Mindur, B, Mineev, M, Mino, Y, Mir, LM, Miralles Lopez, M, Mironova, M, Mishima, A, Missio, MC, Mitani, T, Mitra, A, Mitsou, VA, Miu, O, Miyagawa, PS, Miyazaki, Y, Mizukami, A, Mkrtchyan, T, Mlinarevic, M, Mlinarevic, T, Mlynarikova, M, Mobius, S, Mochizuki, K, Moder, P, Mogg, P, Mohammed, AF, Mohapatra, S, Mokgatitswane, G, Mondal, B, Mondal, S, Monig, G, Moenig, K, Monnier, E, Monsonis Romero, L, Montejo Berlingen, J, Montella, 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Robertson, SH, Robin, M, Robinson, D, Robles Gajardo, CM, Robles Manzano, M, Robson, A, Rocchi, A, Roda, C, Rodriguez Bosca, S, Rodriguez Garcia, Y, Rodriguez Rodriguez, A, Rodriguez Vera, AM, Roe, S, Roemer, JT, Roepe-Gier, AR, Roggel, J, Rhne, O, Rojas, RA, Roland, CPA, Roloff, J, Romaniouk, A, Romano, E, Romano, M, Romero Hernandez, AC, Rompotis, N ORCID: 0000-0003-2577-1875, Roos, L, Rosati, S, Rosser, BJ, Rossi, E, Rossi, E, Rossi, LP, Rossini, L, Rosten, R, Rotaru, M, Rottler, B, Rougier, C, Rousseau, D, Rousso, D, Roy, A, Roy-Garand, S, Rozanov, A, Rozen, Y, Ruan, X, Rubio Jimenez, A, Ruby, AJ, Ruelas Rivera, VH, Ruggeri, TA, Ruggiero, A, Ruiz-Martinez, A, Rummler, A, Rurikova, Z, Rusakovich, NA, Russell, HL, Russo, G, Rutherfoord, JP, Rutherford Colmenares, S, Rybacki, K, Rybar, M, Rye, EB, Ryzhov, A, Sabater Iglesias, JA, Sabatini, P, Sabetta, L, Sadrozinski, HF-W, Safai Tehrani, F, Safarzadeh Samani, B, Safdari, M, Saha, S, Sahinsoy, M, Saimpert, M, Saito, M, Saito, T, 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EUROPEAN PHYSICAL JOURNAL C, 83 (7). 681-. ISSN 1434-6044, 1434-6052

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Abstract

<jats:title>Abstract</jats:title><jats:p>The flavour-tagging algorithms developed by the ATLAS Collaboration and used to analyse its dataset of <jats:inline-formula><jats:alternatives><jats:tex-math>$$\sqrt{s} = 13$$</jats:tex-math><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msqrt> <mml:mi>s</mml:mi> </mml:msqrt> <mml:mo>=</mml:mo> <mml:mn>13</mml:mn> </mml:mrow> </mml:math></jats:alternatives></jats:inline-formula> TeV <jats:italic>pp</jats:italic> 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% <jats:italic>b</jats:italic>-jet identification efficiency operating point, light-jet (charm-jet) rejection factors of 170 (5) are achieved in a sample of simulated Standard Model <jats:inline-formula><jats:alternatives><jats:tex-math>$$t\bar{t}$$</jats:tex-math><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi>t</mml:mi> <mml:mover> <mml:mrow> <mml:mi>t</mml:mi> </mml:mrow> <mml:mrow> <mml:mo>¯</mml:mo> </mml:mrow> </mml:mover> </mml:mrow> </mml:math></jats:alternatives></jats:inline-formula> events; similarly, at a <jats:italic>c</jats:italic>-jet identification efficiency of 30%, a light-jet (<jats:italic>b</jats:italic>-jet) rejection factor of 70 (9) is obtained.</jats:p>

Item Type:	Article
Uncontrolled Keywords:	5106 Nuclear and Plasma Physics, 5107 Particle and High Energy Physics, 51 Physical Sciences
Divisions:	Faculty of Science and Engineering > School of Physical Sciences
Depositing User:	Symplectic Admin
Date Deposited:	09 Aug 2023 10:26
Last Modified:	06 Dec 2024 18:26
DOI:	10.1140/epjc/s10052-023-11699-1
Open Access URL:	https://link.springer.com/article/10.1140/epjc/s10...
Related URLs:	Author Publisher
URI:	https://livrepository.liverpool.ac.uk/id/eprint/3172094