A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution

scientific article published on 30 October 2020

Author/s

author: Wolfgang Adam, Federico Ambrogi, Marko Dragicevic, Jochen Schieck, Daniel Spitzbart, Wolfgang Waltenberger, Xavier Janssen, Freya Blekman, Emil Sørensen Bols, Simranjit Singh Chhibra, Jorgen D'Hondt, Steven Lowette, Seth Moortgat, Quentin Python, Kirill Yu. Skovpen, Buğra Bilin, Barbara Clerbaux, Laurent Favart, Amandeep Kaur Kalsi, Elizabeth Starling, Pascal Vanlaer, Tom Cornelis, Michael Tytgat, Olivier Bondu, Claudio Caputo, Christophe Delaere, Andrea Giammanco, Pietro Vischia, Gilvan Augusto Alves, Arthur Moraes, Wagner de Paula Carvalho, Luiz Mundim, Wanda Lucia Prado da Silva, Andre Sznajder, Cesar Augusto Bernardes, Luigi Calligaris, Thiago Rafael Fernandez Perez Tomei, Pedro Galli Mercadante, Sergio F. Novaes, Sandra S. Padula, Leandar Litov, Wenxing Fang, Guoming Chen, Hesheng Chen, Mingshui Chen, Efe Yazgan, Jing-Zhou Zhao, Geng Chen, Andrew Levin, Carlos Arturo Avila, Carlos Andrés Flórez, Nikola Godinovic, Ivica Puljak, Vuko Brigljević, Dinko Ferencek, Tatjana Šuša, Jehad Mousa, Fotios Ptohos, H Abdalla, Ram Krishna Dewanjee, Martti Raidal, Paula Eerola, Laurent Forthomme, Henning Kirschenmann, Mikko Voutilainen, Panja Luukka, Eija Maarit Tuominen, Fabrice Couderc, Federico Ferri, Mehmet Özgür Şahin, Maxim Titov, Sudha Ahuja, Chiara Amendola, Florian Beaudette, Inna Kucher, Artur Lobanov, Pascal Paganini, Roberto Salerno, Jean-Baptiste Sauvan, Yves Sirois, Amina Zghiche, Jean-Laurent Agram, Caroline Collard, Nicolas Tonon, Stephanie Beauceron, Nicolas Chanon, Pierre Depasse, Sandhya Jain, François Lagarde, Morgan Lethuillier, Viola Sordini, Arsen Khvedelidze, Christian Autermann, Lutz Feld, Marius Teroerde, Thomas Hebbeker, Markus Merschmeyer, Swagata Mukherjee, Alexander Schmidt, Andreas Nowack, Achim Stahl, Ilya Bobovnikov, David Bertsche, Adam Elwood, Alexander Grohsjean, Mykyta Haranko, Ali Harb, Abideh Jafari, Nur Zulaiha Jomhari, Matthias Kasemann, James Keaveney, Claus Kleinwort, Joscha Knolle, Marino Missiroli, Joachim Mnich, Volodymyr Myronenko, Christian Schwanenberger, Rostyslav Shevchenko, Heiner Tholen, Oleksii Turkot, Yiwen Wen, Oleksandr Zenaiev, Radek Žlebčík, Lisa Benato, Aliakbar Ebrahimi, Christoph Garbers, Erika Garutti, Johannes Haller, Andreas Hinzmann, Robert Klanner, Simon Kurz, Christian Scharf, Joern Schwandt, Fred M. Stober, Benedikt Vormwald, Erik Manuel Butz, Nils Faltermann, Marco Alexander Harrendorf, Frank Hartmann, Ulrich Husemann, Soureek Mitra, Günter Quast, Klaus Rabbertz, Ralf Ulrich, Konstantinos Kousouris, John Strologas, Máté Csanád, Ankita Mehta, Gabriella Pásztor, Gábor Veres, Csaba Hajdu, Ferenc Siklér, Zoltan L. Trocsanyi, Jyothsna Rani Komaragiri, Gouranga Kole, Sunil Bansal, Shubhanshu Chauhan, Brajesh Chandra Choudhary, Sumit Keshri, Md Naimuddin, Ram Krishna Sharma, Tanmay Sarkar, Prafulla Kumar Behera, Prashant Shukla, Gagan Mohanty, Nairit Sur, Sourabh Shishir Dube, Anshul Kapoor, Kunal Kothekar, Seema Sharma, Marta Felcini, Martin Werner Grünewald, Marcello Abbrescia, Cesare Calabria, Anna Colaleo, Donato Maria Creanza, Leonardo Cristella, Walaa Elmetenawee, Luigi Fiore, Giuseppe Iaselli, Merve İnce Lezki, Samet Lezki, Marcello Maggi, Giorgia Miniello, Salvatore My, Salvatore Nuzzo, Alexis Pompili, Gabriella Pugliese, Raffaella Radogna, Antonio Ranieri, Lucia Silvestris, Rosamaria Venditti, Piet Verwilligen, Giovanni Abbiendi, Carlo Battilana, Daniele Bonacorsi, Sylvie Braibant-Giacomelli, Renato Campanini, Paolo Capiluppi, Andrea Castro, Francesca Romana Cavallo, Claudia Ciocca, Giuseppe Codispoti, Marco Cuffiani, Gaetano Marco Dallavalle, Fabrizio Fabbri, Alessandra Fanfani, Paolo Giacomelli, Claudio Grandi, Stefano Marcellini, Gianni Masetti, Francesco L. Navarria, Andrea Perrotta, Federica Primavera, Antonio Maria Rossi, Tiziano Rovelli, Gian Piero Siroli, Nicolò Tosi, Sebastiano Albergo, Salvatore Costa, Alessandro Di Mattia, Alessia Rita Tricomi, Cristina Tuvè, Giuseppe Barbagli, Antonio Cassese, Vitaliano Ciulli, Carlo Civinini, Raffaello D'Alessandro, Ettore Focardi, Giuseppe Latino, Piergiulio Lenzi, Marco Meschini, Simone Paoletti, Giacomo Sguazzoni, Lorenzo Viliani, Luigi Benussi, Stefano Bianco, Davide Piccolo, Marco Bozzo, Fabrizio Ferro, Enrico Robutti, Silvano Tosi, Andrea Davide Benaglia, Mauro Emanuele Dinardo, Paolo Dini, Simone Gennai, Alessio Ghezzi, Pietro Govoni, Sandra Malvezzi, Dario Livio Menasce, Luigi Moroni, Marco Paganoni, Daniele Pedrini, Stefano Ragazzi, Davide Zuolo, Salvatore Buontempo, Nicola Cavallo, Francesco Fabozzi, Giuliana Galati, Alberto Orso Maria Iorio, Luca Lista, Sabino Meola, Pierluigi Paolucci, Biagio Rossi, Crisostomo Sciacca, Patrizia Azzi, Nicola Bacchetta, Dario D. Bisello, Alessio Boletti, Roberto Carlin, Paolo Checchia, Tommaso Dorigo, Umberto Dosselli, Fabrizio Gasparini, Ugo Gasparini, Andrea Gozzelino, Siew Yan Hoh, Paul Lujan, Martino Margoni, Anna Teresa Meneguzzo, Jacopo Pazzini, Paolo Ronchese, Franco Simonetto, Andres Tiko, Mia Tosi, Marco Zanetti, Pierluigi Zotto, Gianni Zumerle, Alessandro Braghieri, Valerio Re, Cristina Riccardi, Paola Salvini, Ilaria Vai, Paolo Vitulo, Maurizio Biasini, Gian Mario Bilei, Diego Ciangottini, E Manoni, Mauro Menichelli, Alessandro Rossi, Attilio Santocchia, Daniele Spiga, Konstantin Androsov, Paolo Azzurri, Giuseppe Bagliesi, Lorenzo Bianchini, Tommaso Boccali, Rino Castaldi, Maria Agnese Ciocci, Roberto Dell'Orso, Silvio Donato, Giacomo Fedi, Alessandro Giassi, Maria Teresa Grippo, Franco Ligabue, Elisabetta Manca, Alberto Messineo, Fabrizio Palla, Andrea Rizzi, Luigi Rolandi, Paolo Spagnolo, Roberto Tenchini, Guido Tonelli, Andrea Venturi, Piero Giorgio Verdini, Francesca Cavallari, Marco Cipriani, Daniele Del Re, Marcella Diemoz, Egidio Longo, Paolo Meridiani, Giovanni Organtini, Riccardo Paramatti, Shahram Rahatlou, Chiara Ilaria Rovelli, Francesco Santanastasio, Livia Soffi, Nicola Amapane, Roberta Arcidiacono, Stefano Argiro, Michele Arneodo, Riccardo Bellan, Cristina Biino, Nicolo Cartiglia, Simona Cometti, Marco Costa, Roberto Covarelli, Natale Demaria, Chiara Mariotti, Silvia Maselli, Ernesto Migliore, Vincenzo Monaco, Ennio Monteil, Marco Monteno, Maria Margherita Obertino, Giacomo Ortona, Luca Pacher, Nadia Pastrone, Mario Pelliccioni, Marta Ruspa, Valentina Sola, Dario Soldi, Amedeo Staiano, Daniele Trocino, Stefano Belforte, Vieri Candelise, Massimo Casarsa, Fabio Cossutti, Federico Vazzoler, Anna Maria Zanetti, Seh Wook Lee, Chang-Seong Moon, Sezen Sekmen, Dongchul Son, Dong Ho Moon, Byungsik Hong, Junghwan Goh, Haneol Lee, Inseok Yoon, Jason Sang Hun Lee, Ian J. Watson, Viesturs Veckalns, Andrius Juodagalvis, Aurelijus Rinkevičius, Jose Feliciano Benitez, Alfredo M. Castaneda Hernandez, Iván Heredia de la Cruz, David Krofcheck, Muhammad Shoaib, Michał Bluj, Artur Kalinowski, Marcin Konecki, Pedrame Bargassa, Pietro Faccioli, Michele Gallinaro, Nuno Leonardo, Joao C. Seixas, Oleksii Toldaiev, Joäo Varela, Petr Levchenko, Sergey Gninenko, Yevgeny Vlasov, Marina Chadeeva, Alexander S Belyaev, Edward E. Boos, Mikhail Dubinin, Lev Dudko, Vyacheslav I. Klyukhin, Igor Lokhtin, Yuri Skovpen, Igor Azhgirey, Sergey Bityukov, Sergey Slabospitsky, Sergey Troshin, Predrag Cirkovic, Milos Dordevic, Maria Cepeda, Nicanor Colino, Antonio Delgado Peris, Josep Flix, José María Hernández Calama, Ignacio Redondo Fernández, Mara S. Soares, Andrea Triossi, Javier Cuevas, Santiago Folgueras, Sergio Sanchez Cruz, Alicia Calderón Tazón, Marcos Fernandez Garcia, Francisco Matorras, Teresa Rodrigo Anoro, Alberto Ruiz Jimeno, Lorenzo Russo, Luca Scodellaro, Jesus Manuel Vizán Garcia, Welathantri Dharmaraatna, Bora Akgün, Michele Bianco, Pierluigi Bortignon, Cristina Botta, Alessandro Caratelli, Émilien Chapon, André David, Daniele Fasanella, Sara Fiorendi, Giovanni Franzoni, Jonathan Fulcher, Andrew Gilbert, Jeroen Guido Hegeman, Constantin Heidegger, Yutaro Iiyama, Patrick Janot, Olena Karacheban, Jan Kieseler, Manfred Krammer, Paul Lecoq, Luca Malgeri, Andrea Massironi, Stefano Mersi, Emilio Meschi, Filip Moortgat, Martijn Mulders, Jeremi Niedziela, Felice Pantaleo, Giovanni Petrucciani, Andreas Pfeiffer, Maurizio Pierini, Dinyar Rabady, M Rieger, Jakob Salfeld-Nebgen, Pedro Manuel Vieira de Castro Ferreira da Silva, Walter Snoeys, Paraskevas Sphicas, Jan Steggemann, Vittorio Raoul Tavolaro, Adish Vartak, Lea Michaela Caminada, Malte Backhaus, Günther Dissertori, Christophorus Grab, Riccardo Andrea Manzoni, Pasquale Musella, Simone Pigazzini, Maria Giulia Ratti, Lesya Shchutska, Rainer Wallny, Maria Florencia Canelli, Benjamin Kilminster, Stefanos Leontsinis, Korbinian Schweiger, Yuta Takahashi, Sébastien Wertz, Alberto Zucchetta, Wei-Shu Hou, Burin Asavapibhop, Ayşe Bat, Zuhal Seyma Demiroglu, Ugur Kiminsu, Ibrahim Soner Zorbakir, Elif Aslı Yetkin, Altan Çakır, Sercan Şen, Leonid Levchuk, Jim Brooke, Douglas Burns, Emyr Clement, Henning Flaecher, Joel Goldstein, Helen Heath, Luke Kreczko, Benjamin Krikler, Bjoern Penning, Tai Sakuma, Chris Brew, Jacob Thomas Linacre, D. M. Newbold, Thomas Reis, Alessandro Thea, Robert Bainbridge, Johan Borg, Aaron Colin Bundock, Paul Dauncey, Pieter Everaerts, Geoffrey Hall, Matthias Komm, Arabella Martelli, Vukasin Milosevic, Alexander David Morton, Vito Palladino, Edward Scott, Thomas Strebler, Alexander Tapper, Tejinder Virdee, Nicholas Wardle, Seth C. Zenz, Joanne Cole, Peter Hobson, Paul Kyberd, I. D. Reid, Rachel Bartek, Aaron Dominguez, Andrew Buccilli, Conor Henderson, Andreas Albert, Bjorn Burkle, David Cutts, Julie Managan Hogan, Greg Landsberg, Sinan Sagir, Rizki Syarif, Emanuele Usai, Christopher Brainerd, Devin Taylor, Sudhindra Mani Tripathi, Cameron Bravo, Robert D. Cousins, Alice Florent, Jay Hauser, Simon Regnard, David Saltzberg, Robert Clare, John Gary, Brent R. Yates, Raffaele Gerosa, Dylan Gilbert, Daniel Klein, Vyacheslav E. 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Chertok, Gautier Hamel de Monchenault, Felipe Torres da Silva de Araujo, Karol Bunkowski, Bernard Ille, Roberval Walsh, Jorma Tuominiemi, Teppo Mäenpää, Alain Givernaud, Marc Dejardin, Philippe Busson, Raphaël Granier de Cassagnac, Christophe Ochando, Christian Veelken, Eric Christian Chabert, Jean-Charles Fontaine, Roberto Chierici, Gaëlle Boudoul, Didier Claude Contardo, Haifa Rejeb Sfar, Houmani el Mamouni, Laurent Mirabito, Maxime Gouzevitch, Stephane Perries, Otto Heinz Hindrichs, Susan Mary Gascon-Shotkin, Aristoteles Kyriakis, Loukas Gouskos, Apostolos D. 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Coughlan, Paul David Luckey, Peter Timothy Cox, Bradley Cox, Marco De Mattia, Miguel Vidal Marono, Pawel Jan de Barbaro, Radia Redjimi, Thomas Ferbel, Kenyi Hurtado Anampa, Georgios Daskalakis, Mauro De Palma, Nicola De Filippis, Wim De Boer, Federico De Guio, Giovanna Selvaggi-Maggi, Albert Alfons De Roeck, Mohsen Khakzad, Wolfram Erdmann, Konrad Deiters, Carmen Diez Pardos, Michael Dittmar, Hannes Sakulin, James William Dolen, Marco Rovere, Martin Kirakosyan, Krzysztof Doroba, Claudio Campagnari, Matthew Citron, Ketino Kaadze, Jose Enrique Palencia Cortezon, Igor M. Dremin, Achille Petrilli, Shashikant R. Dugad, İsa Dumanoğlu, Lloyd S. Durkin, Doris Eckstein, Andromachi Tsirou, John Leslie Almond, Konstantinos Theofilatos, Daniel Treille, Wael Haj Ahmad, Norraphat Srimanobhas, Suat Özkorucuklu, David Cussans, Gregory P. Heath, Livio Fanò, Javier Fernandez Menendez, Richard D. Field, Alexander Andreevich Ledovskoy, Shengquan Tuo, Dragos Velicanu, Konstanty Sumorok, Markus Klute, Alice Mignerey, Constantinos Foudas, Seema Bahinipati, Richard Gregory Kellogg, Carlos Andrés Flórez, Nicholas J. Hadley, Alexi Mestvirishvili, Elisabetta Gallo, Jean-Pierre Merlo, Vladimir B. Gavrilov, Zoltan Gecse, Jane Nachtman, Burak Bilki, Achim Geiser, Theodoros Geralis, Dominique Gigi, Karl Aaron Gill, Jason R. Gilmore, Harrison B. Prosper, Kurtis F. Johnson, Anadi Canepa, Vasken Hagopian, Sharon Lee Hagopian, Sergei Gleyzer, Andrew Askew, Jacobo Konigsberg, Frank Glege, Wolfgang Funk, Slawomir Tkaczyk, Yuri Musienko, Marguerite Belt Tonjes, Igor Golutvin, Gunter Fluegge, Suresh C. Tonwar, Emine Gürpınar Güler, Shuichi Kunori, Umeshwar P. Joshi, Robert M. Harris, James E. Hanlon, Anders Ryd, Guillelmo Gomez-Ceballos, Daniel Raymond Green, Marc Dobson, Matevž Tadel, Roberto Rossin, Jeffrey David Richman, Finn O'Neill Rebassoo, Emanuele di Marco, Christian Contreras-Campana, Özlem Özçelik, Anne-Marie Magnan, Benjamin C. Radburn-Smith, Antonio Pérez-Calero Yzquierdo, Ravindra Kumar Verma, Arkadios Manousakis-Katsikakis, Abraham Tishelman-Charny, Arán García-Bellido, Paul Edmund Karchin, Andrew Melo, Martin Flechl, Charles Maguire, Alfredo Gurrola, Willard Ellison Johns, Igor G. Volobouev, Isidro González Caballero, Maciej Górski, Satoshi Hasegawa, Armando Lanaro, Carsten Hensel, Andrei Gribushin, Elliot Hughes, Jason S. Lewis, Monoranjan Guchait, Roy Joaquin Montalvo, Teruki Kamon, Luigi Guiducci, Weifeng Ji, Ricardo Eusebi, Stefan Manuel Spanier, Stephen R. Schnetzer, Laszlo Gutay, Kristian Allan Hahn, Neeti Parashar, Pablo D. Goldenzweig, Kristian Harder, Regina Demina, Clemens Lange, Andrea Cardini, Federica Legger, Teresa Lenz, Bruno Lenzi, Pierre A. Piroué, Hans-Christian Kästli, Brian L. Winer, Rishi Patel, Hafeez Hoorani, Robert L. Stone, Sudhir Malik, Prolay Kumar Mal, Dezső Horváth, Benjamin G. Bylsma, Randal Ruchti, Prabhat Ranjan Pujahari, Michael Hildreth, Natascha Krammer, Nancy Marinelli, Dmitry Hits, Kevin Patrick Lannon, Daniel John Karmgard, İlknur Hoş, Maria Clemencia Mora Herrera, Avtandyl Kharchilava, Helena B. Malbouisson, Ferhat Ozok, Nikos Varelas, Yasar Onel, Emrah Tiras, Brian Dorney, Mikhail Ignatenko, Gregory Michiel Iles, Cristina Oropeza Barrera, Vivian Rickman O'Dell, Efstathios Paganis, David Mason, Quentin Ingram, Bora Isildak, Mayda Velasco, A Pozdnyakov, Georgia Karapostoli, Nathaniel Odell, Gregory Roy Snow, Steven C. Nahn, Özlem Kaya, Kayış Topaksu, Malgorzata Kazana, Olga Leonidovna Kodolova, Panos Kokkas, Valentina Dutta, Winston T. Ko, Alexander John Richards, Deniz Sunar Çerçi, Fabiola Vázquez Valencia, Kajari Mazumdar, Andris Skuja, Giorgio Pietro Maggi, Andrew R. Baden, Mikhail Kirsanov, Rainer Mankel, Felicitas Pauss, Daniel Christopher Noonan, Martina Malberti, Petra Merkel, David E. Pellett, Roger William Rusack, Nathaniel Joseph Pastika, Andrey Korytov, Paolo Rumerio, Danek Kotliński, Aldo Penzo, Emmanuel Olaiya, Wajid Ali Khan, Alexandre Ershov, Hartmut Stadie, Petr V. Moisenz, Katja Klein, Georgios Tsipolitis, Kirika Uchida, Nikolai Krasnikov, Chia-Ming Kuo, Hans Reithler, Hans-Jürgen Simonis, Peter Schleper, Volker Blobel, Sándor Czellár, Un-Ki Yang, Ada Solano, Andre Govinda Stahl Leiton, David Yu, Li Yuan, Giovanni Zevi Della Porta, Andrew Rose, Mario Deile, Nadeesha Manohari Wickramage, Matthew T. Jones, Manas Maity, Seyed Mohsen Etesami, H. A. Salazar Ibarguen, Alberto Sánchez-Hernández, Douglas Mitchell Wright, Edward Matthew Laird, John M. Marraffino, Kaori Maeshima, Wolfgang Lange, Andrew J. Whitbeck, Richard L. 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Murray, Jordan Nash, Matthias Ulrich Mozer, Sertaç Öztürk, Martin Lipinski, Kadri Özdemir, Imad Baptiste Laktineh, Lindsey A. Gray, Camelia Mironov, Benjamin Mesic, Hans Rykaczewski, Demetra G. Tsiakkouri, Edgar Carrera, Juska Pekkanen, Predrag Milenovic, Jozsef Molnar, Igor Vorobiev, Olivier Andre Davignon, Toyoko Jennifer Orimoto, Sebastien Gabriel Gadrat, M. Vander Donckt, Marius Preuten, Philipp Nicolas Millet, Markus Radziej, Olaf Behnke, Afiq Anuar, Thomas Eichhorn, Engin E. Eren, Aleksandra Lelek, Katerina Lipka, Roman Kogler, Nataliia Kovalchuk, M Niedziela, Melike Akbiyik, Christian Barth, Rene Caspart, Simon Kudella, Ivan Shvetsov, Hauke Wohrmann, Cecile Caillol, Sven Dildick, Peicho Petkov, Anna Elizabeth Woodard, Gunther M. Roland, Stephen Sanders, Gabriele Benelli, Morris L. Swartz, Jay Richard Dittmann, Clint Allan Richardson, David Sperka, Zeynep Demiragli, Shabnam Jabeen, Markus Stoye, David d'Enterria, Nikolai Evgenievich Tyurin, Danila Tlisov, Maksim Azarkin, Anatoli Zarubin, Helena Bialkowska, Ivan Marchesini, Piotr Zalewski, Michał Szleper, Peter Raics, Balazs Ujvari, Saswati Nandan, Arnab Purohit, Suvankar Roy Chowdhury, Manoj Kumar Sharan, Ruchi Chudasama, Rajarshi Bhattacharya, Pawan Kumar Netrakanti, Lalit Mohan Pant, Bibhuprasad Mahakud, Sanjay Kumar Swain, Ridhi Chawla, Priyanka Kumari, Shirin Chenarani, Rocky Bala Garg, Shivali Malhotra, Kirti Ranjan, Vishwajeet Jha, Vinay Hegde, Shubham Pandey, Aditee Prabhakar Rane, Esmaeel Eskandari, Mohsen Naseri, Renato Potenza, Francesco Brivio, Vincenzo Ciriolo, Pablo De Castro Manzano, Francesco Fallavollita, Sergio P. Ratti, Roberto Leonardi, Koushik Mandal, Roger Wolf, Nazar Bartosik, Bilal Kiani, G. L. 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Arcaro, Daniel Gastler, Dylan Sheldon Rankin, John Hakala, Ka Hei Martin Kwok, Rylan T. Conway, Chad Steven Flores, Justin Robert Pilot, Kyle Tos, Abhigyan Dasgupta, Nickolas Mccol, Christian John Schnaible, Viatcheslav Valuev, Kira Fawn Burt, S. M. A. Ghiasi Shirazi, Owen R. Long, M. Olmedo Negrete, Mark Derdzinski, Sanjay Padhi, Nick J. Amin, Manuel Franco Sevilla, Ryan Edward Heller, Ana Ovcharova, David Donald Stuart, Indara Suarez, Michael Benjamin Andrews, Frank Jensen, Troy D. 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