ATLAS flavour-tagging algorithms for the LHC Run 2 pp collision dataset
The European Physical Journal C Springer 83:7 (2023) 681
Authors:
Georges Aad, Braden Abbott, Dale C Abbott, Alan J Barr, Daniela Bortoletto, Tim Lukas Bruckler, Federico Celli, Eimear I Conroy, Amanda M Cooper-Sarkar, Maxence A Draguet, James A Frost, Gabriel Emmanuel Gallardo, Elizabeth J Gallas, James C Grundy, Claire Gwenlan, Ynyr T Harris, Chris P Hays, Brian Todd Huffman, Kla Karava, Zhiying Li, Claudia Merlassino, Maria Mironova, Koichi Nagai, Luka Nedic, Richard B Nickerson, Karolos Potamianos, Elisabeth Schopf, Ian PJ Shipsey, Hayden A Smith, Migle Stankaityte, Iza Velišček, Georg HA Viehhauser, Yingjie Wei, Anthony R Weidberg, Philipp J Windischhofer, Ricardo Wölker, Jonas Wuerzinger, Siyuan YanAbstract:
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.Performance and calibration of quark/gluon-jet taggers using 140 fb$^{-1}$ of $pp$ collisions at $\sqrt{s} = 13$ TeV with the ATLAS detector
ArXiv 2308.00716 (2023)
Search for an axion-like particle with forward proton scattering in association with photon pairs at ATLAS
Journal of High Energy Physics Springer Nature 2023:7 (2023) 234
Authors:
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Anders, SY Andrean, A Andreazza, S Angelidakis, A Angerami, AV Anisenkov, A Annovi, C Antel, MT Anthony, E Antipov, M Antonelli, DJA Antrim, F Anulli, M Aoki, T Aoki, JA Aparisi Pozo, MA Aparo, L Aperio Bella, C Appelt, N Aranzabal, C Arcangeletti, ATH Arce, E Arena, J-F Arguin, S Argyropoulos, J-H Arling, AJ Armbruster, O Arnaez, H Arnold, ZP Arrubarrena Tame, G Artoni, H Asada, K Asai, S Asai, NA Asbah, J Assahsah, K Assamagan, R Astalos, S Atashi, RJ Atkin, M Atkinson, NB Atlay, H Atmani, PA Atmasiddha, K Augsten, S Auricchio, AD Auriol, VA Austrup, G Avolio, K Axiotis, G Azuelos, D Babal, H Bachacou, K Bachas, A Bachiu, F Backman, A Badea, P Bagnaia, M Bahmani, AJ Bailey, VR Bailey, JT Baines, L Baines, C Bakalis, OK Baker, E Bakos, D Bakshi Gupta, R Balasubramanian, EM Baldin, P Balek, E Ballabene, F Balli, LM Baltes, WK Balunas, J Balz, E Banas, M Bandieramonte, A Bandyopadhyay, S Bansal, L Barak, M Barakat, EL Barberio, D Barberis, M Barbero, G Barbour, KN Barends, T Barillari, 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