Identification of hadronic tau lepton decays using a deep neural network
Creators: name: Tumasyan, Armen
name: Adam, Wolfgang
name: Andrejkovic, Janik Walter
name: Bergauer, Thomas
name: Chatterjee, Suman
name: Dragicevic, Marko
name: Escalante Del Valle, Alberto
name: Fruehwirth, Rudolf
name: Jeitler, Manfred
name: Krammer, Natascha
name: Lechner, Lukas
name: Liko, Dietrich
name: Mikulec, Ivan
name: Paulitsch, Peter
name: Pitters, Florian Michael
name: Schieck, Jochen
name: Schöfbeck, Robert
name: Schwarz, Dennis
name: Templ, Sebastian
name: Waltenberger, Wolfgang
name: Wulz, Claudia-Elisabeth
name: Chekhovsky, Vladimir
name: Litomin, Aliaksandr
name: Makarenko, Vladimir
name: Darwish, Mohamed Rashad
name: De Wolf, Eddi A
name: Janssen, Tahys
name: Kello, Tomas
name: Lelek, Aleksandra
name: Rejeb Sfar, Haifa
name: Van Mechelen, Pierre
name: Van Putte, Senne
name: Van Remortel, Nick
name: Blekman, Freya
name: Bols, Emil Sørensen
name: D'Hondt, Jorgen
name: Delcourt, Martin
name: El Faham, Hesham
name: Lowette, Steven
name: Moortgat, Seth
name: Morton, Alexander
name: Müller, Denise
name: Sahasransu, Abanti Ranadhir
name: Tavernier, Stefaan
name: Van Doninck, Walter
name: Van Mulders, Petra
name: Beghin, Diego
name: Bilin, Bugra
name: Clerbaux, Barbara
name: De Lentdecker, Gilles
name: Favart, Laurent
name: Grebenyuk, Anastasia
name: Kalsi, Amandeep Kaur
name: Lee, Kyeongpil
name: Mahdavikhorrami, Mostafa
name: Makarenko, Inna
name: Moureaux, Louis
name: Pétré, Laurent
name: Popov, Andrey
name: Postiau, Nicolas
name: Starling, Elizabeth
name: Thomas, Laurent
name: Vanden Bemden, Max
name: Vander Velde, Catherine
name: Vanlaer, Pascal
name: Wezenbeek, Liam
name: Cornelis, Tom
name: Dobur, Didar
name: Knolle, Joscha
name: Lambrecht, Luka
name: Mestdach, Gianny
name: Niedziela, Marek
name: Roskas, Christos
name: Samalan, Amrutha
name: Skovpen, Kirill
name: Tytgat, Michael
name: Vermassen, Basile
name: Vit, Martina
name: Benecke, Anna
name: Bethani, Agni
name: Bruno, Giacomo
name: Bury, Florian Joel J
name: Caputo, Claudio
name: David, Pieter
name: Delaere, Christophe
name: Donertas, Izzeddin Suat
name: Giammanco, Andrea
name: Jaffel, Khawla
name: Jain, Sandhya
name: Lemaitre, Vincent
name: Mondal, Kuntal
name: Prisciandaro, Jessica
name: Taliercio, Angela
name: Teklishyn, Maksym
name: Tran, Tu Thong
name: Vischia, Pietro
name: Wertz, Sébastien
name: Alves, Gilvan
name: Hensel, Carsten
name: Moraes, Arthur
name: Aldá Júnior, Walter Luiz
name: Alves Gallo Pereira, Miguel
name: Barroso Ferreira Filho, Mapse
name: Brandao Malbouisson, Helena
name: Carvalho, Wagner
name: Chinellato, Jose
name: Da Costa, Eliza Melo
name: Da Silveira, Gustavo Gil
name: De Jesus Damiao, Dilson
name: Fonseca De Souza, Sandro
name: Matos Figueiredo, Diego
name: Mora Herrera, Clemencia
name: Mota Amarilo, Kevin
name: Mundim, Luiz
name: Nogima, Helio
name: Rebello Teles, Patricia
name: Santoro, Alberto
name: Silva Do Amaral, Sheila Mara
name: Sznajder, Andre
name: Thiel, Mauricio
name: Torres Da Silva De Araujo, Felipe
name: Vilela Pereira, Antonio
name: Bernardes, Cesar Augusto
name: Calligaris, Luigi
name: Tomei, Thiago
name: De Moraes Gregores, Eduardo
name: De Souza Lemos, Dener
name: Mercadante, Pedro G
name: Novaes, Sergio F
name: Padula, Sandra
name: Aleksandrov, Aleksandar
name: Antchev, Georgy
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name: Shopova, Mariana
name: Sultanov, Georgi
name: Dimitrov, Anton
name: Ivanov, Todor
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name: Petkov, Peicho
name: Petrov, Anton
name: Cheng, Tongguang
name: Javaid, Tahir
name: Mittal, Monika
name: Yuan, Li
name: Ahmad, Muhammad
name: Bauer, Gerry
name: Dozen, Candan
name: Hu, Zhen
name: Martins, Jordan
name: Wang, Yi
name: Yi, Kai
name: Chapon, Emilien
name: Chen, Guo-Ming
name: Chen, He-Sheng
name: Chen, Mingshui
name: Iemmi, Fabio
name: Kapoor, Anshul
name: Leggat, Duncan
name: Liao, Hongbo
name: Liu, Zhenan
name: Milosevic, Vukasin
name: Monti, Fabio
name: Sharma, Ramkrishna
name: Tao, Junquan
name: Thomas-Wilsker, Joshuha
name: Wang, Jin
name: Zhang, Huaqiao
name: Zhao, Jingzhou
name: Agapitos, Antonis
name: An, Ying
name: Ban, Yong
name: Chen, Cheng
name: Levin, Andrew
name: Li, Qiang
name: Lyu, Xudong
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name: Okawa, Hideki
name: Lin, Zhen
name: Xiao, Meng
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name: Florez, Carlos
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name: Konstantinou, Sotiroulla
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name: Nicolaou, Charalambos
name: Ptochos, Fotios
name: Razis, Panos A
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name: Mahmoud, Mohammed
name: Bhowmik, Sandeep
name: Dewanjee, Ram Krishna
name: Ehataht, Karl
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name: Nandan, Saswati
name: Nielsen, Christine
name: Pata, Joosep
name: Raidal, Martti
name: Tani, Laurits
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name: Forthomme, Laurent
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name: Brücken, Erik
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name: Gras, Philippe
name: Hamel de Monchenault, Gautier
name: Jarry, Patrick
name: Lenzi, Bruno
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name: Savoy-Navarro, Aurore
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name: Lamichhane, Kamal
name: Lee, Sung Won
name: Mengke, Tielige
name: Muthumuni, Samila
name: Peltola, Timo
name: Volobouev, Igor
name: Wang, Zhixing
name: Whitbeck, Andrew
name: Appelt, Eric
name: Greene, Senta
name: Gurrola, Alfredo
name: Johns, Willard
name: Melo, Andrew
name: Ni, Hong
name: Padeken, Klaas
name: Romeo, Francesco
name: Sheldon, Paul
name: Tuo, Shengquan
name: Velkovska, Julia
name: Arenton, Michael Wayne
name: Cox, Bradley
name: Cummings, Grace
name: Hakala, John
name: Hirosky, Robert
name: Joyce, Matthew
name: Ledovskoy, Alexander
name: Li, Ang
name: Neu, Christopher
name: Perez Lara, Carlos Eugenio
name: Tannenwald, Benjamin
name: White, Sebastian
name: Wolfe, Evan
name: Poudyal, Nabin
name: Black, Kevin
name: Bose, Tulika
name: Caillol, Cécile
name: Dasu, Sridhara
name: De Bruyn, Isabelle
name: Everaerts, Pieter
name: Fienga, Francesco
name: Galloni, Camilla
name: He, He
name: Herndon, Matthew
name: Herve, Alain
name: Hussain, Usama
name: Lanaro, Armando
name: Loeliger, Andrew
name: Loveless, Richard
name: Madhusudanan Sreekala, Jithin
name: Mallampalli, Abhishikth
name: Mohammadi, Abdollah
name: Pinna, Deborah
name: Savin, Alexander
name: Shang, Victor
name: Sharma, Varun
name: Smith, Wesley H
name: Teague, Dylan
name: Trembath-Reichert, Stephen
name: Vetens, Wren
Publisher: name: Deutsches Elektronen-Synchrotron, DESY, Hamburg
Year: 2022
Subjects: gluon, jet
tau, decay
p p, scattering
tau, hadronic decay
muon
electron
quark
efficiency
performance
neural network
decay modes
CERN LHC Coll
CMS
TeV

description: A new algorithm is presented to discriminate reconstructed hadronic decays of tau leptons ($\tau_\mathrm{h}$) that originate from genuine tau leptons in the CMS detector against $\tau_\mathrm{h}$ candidates that originate from quark or gluon jets, electrons, or muons. The algorithm inputs information from all reconstructed particles in the vicinity of a $\tau_\mathrm{h}$ candidate and employs a deep neural network with convolutional layers to efficiently process the inputs. This algorithm leads to a significantly improved performance compared with the previously used one. For example, the efficiency for a genuine $\tau_\mathrm{h}$ to pass the discriminator against jets increases by 10-30% for a given efficiency for quark and gluon jets. Furthermore, a more efficient $\tau_\mathrm{h}$ reconstruction is introduced that incorporates additional hadronic decay modes. The superior performance of the new algorithm to discriminate against jets, electrons, and muons and the improved $\tau_\mathrm{h}$ reconstruction method are validated with LHC proton-proton collision data at $\sqrt{s}$ = 13 TeV.