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.
Aad, G., Abbott, B., Abeling, K., Abicht, N.J., Abidi, S.H., Aboulhorma, A., et al. (2023). ATLAS flavour-tagging algorithms for the LHC Run 2 pp collision dataset. THE EUROPEAN PHYSICAL JOURNAL. C, PARTICLES AND FIELDS, 83(7), 681-1-681-37 [10.1140/epjc/s10052-023-11699-1].
ATLAS flavour-tagging algorithms for the LHC Run 2 pp collision dataset
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2023
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.
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Il report seguente simula gli indicatori relativi alla propria produzione scientifica in relazione alle soglie ASN 2023-2025 del proprio SC/SSD. Si ricorda che il superamento dei valori soglia (almeno 2 su 3) è requisito necessario ma non sufficiente al conseguimento dell'abilitazione. La simulazione si basa sui dati IRIS e sugli indicatori bibliometrici alla data indicata e non tiene conto di eventuali periodi di congedo obbligatorio, che in sede di domanda ASN danno diritto a incrementi percentuali dei valori. La simulazione può differire dall'esito di un’eventuale domanda ASN sia per errori di catalogazione e/o dati mancanti in IRIS, sia per la variabilità dei dati bibliometrici nel tempo. Si consideri che Anvur calcola i valori degli indicatori all'ultima data utile per la presentazione delle domande. La presente simulazione è stata realizzata sulla base delle specifiche raccolte sul tavolo ER del Focus Group IRIS coordinato dall’Università di Modena e Reggio Emilia e delle regole riportate nel DM 589/2018 e allegata Tabella A. Cineca, l’Università di Modena e Reggio Emilia e il Focus Group IRIS non si assumono alcuna responsabilità in merito all’uso che il diretto interessato o terzi faranno della simulazione. Si specifica inoltre che la simulazione contiene calcoli effettuati con dati e algoritmi di pubblico dominio e deve quindi essere considerata come un mero ausilio al calcolo svolgibile manualmente o con strumenti equivalenti.