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Development of systematic uncertainty-aware neural network trainings for binned-likelihood analyses at the LHC
V. Chekhovsky, Aram Hayrapetyan, В. Макаренко, A. Tumasyan, Wolfgang Adam, J. W. Andrejkovic, L. Benato, T. Bergauer, S. Chatterjee, K. Damanakis, M. Dragicevic, Priya Sajid Hussain, M. Jeitler, Natascha Krammer, A. Li, Dietrich Liko, I. Mikulec, J. Schieck, R. Schöfbeck, Dennis Schwarz, M. Sonawane, W. Waltenberger, C.-E. Wulz, X. Janssen, Hyejin Kwon, T. Van Laer, Pierre van Mechelen, Nordin Breugelmans, Jorgen d'Hondt, Soumya Dansana, A. De Moor, M. Delcourt, Felix Heyen, Yanwen Hong, Steven Lowette, I. Makarenko, D. Müller, S. Tavernier, M. Tytgat, G. P. Van Onsem, S. Van Putte, D. Vannerom, Bugra Bilin, Barbara Clerbaux, Aloke Kumar Das, Isabelle De Bruyn, Gilles De Lentdecker, Hugues Evard, L. Favart, P. Gianneios, Ali Khalilzadeh, Fakhri Alam Khan, Kyeongpil Lee, A. Malara, Muhammad Aamir Shahzad, Laurent Thomas, M. Vanden Bemden, Catherine Vander Velde, P. Vanlaer, M. De Coen, D. Dobur, G. Gökbulut, J. Knolle, Luka Lambrecht, David Marckx, K. Skovpen, N. Van Den Bossche, Jan van der Linden, Jules Vandenbroeck, Liam Wezenbeek, Samuel Bein, A. Benecke, A. Bethani, G. Bruno, C. Caputo, J. De Favereau De Jeneret, C. Delaere, I. S. Donertas, A. Giammanco, Ahmet Oguz Guzel, Sandhya Jain, V. Lemaitre, Jindrich Lidrych, Paola Mastrapasqua, T. T. Tran, S. Turkcapar, G. A. Alves, E. Coelho, Gilson Correia Silva, C. Hensel, T. Menezes De Oliveira, C. Mora Herrera, P. Rebello Teles, Mariana Soeiro, E. J. Tonelli Manganote, A. Vilela Pereira, W. L. Aldá Júnior, M. Barroso Ferreira Filho, H. Brandao Malbouisson, Wagner Carvalho, J. Chinellato, E. M. Da Costa, G. G. Da Silveira, D. De Jesus Damião, S. Fonseca De Souza, Raphael Gomes De Souza, Tulio Laux Kuhn, Matheus Macedo, J. Martins, K. Mota Amarilo, L. Mundim, H. Nogima, Joao Pedro Pinheiro, A. Santoro, A. Sznajder, M. Thiel, C. A. Bernardes, L. Calligaris, T. R. Fernandez Perez Tomei, Eduardo De Moraes Gregores, Isabela Maietto Silvério, P. G. Mercadante, S. F. Novaes, Breno Orzari, Sandra S. Padula, Valerie Scheurer, А. Александров, G. Antchev, Roumyana Hadjiiska, P. Iaydjiev, M. Misheva, M. Shopova, G. Sultanov, A. Dimitrov, L. Litov, B. Pavlov, P. Petkov, Anton Petrov, E. Shumka, S. Keshri, David Nicolas Laroze Navarrete, Shalini Thakur, Tongguang Cheng, Tahir Javaid, Li Yuan, Zhen Hu, Zhengchen Liang, Jinfeng Liu, Guo-Ming Chen, He-Sheng Chen, Mingshui Chen, F. Iemmi, C. H. Jiang, Anshul Kapoor, Hongbo Liao, Zhenan Liu, R. Sharma, Jianing Song, J. Tao, Chu Wang, Jin Wang, Zebing Wang, Huaqiao Zhang, Jingzhou Zhao, A. Agapitos, Yong Ban, A. Carvalho Antunes De Oliveira, Sen Deng, Botao Guo, C. H. Jiang, Andrew Levin, Congqiao Li, Q. Li, Yajun Mao, Sitian Qian, Si-Jin Qian, Xuelong Qin, X. Sun, D. Wang, Heng Yang, Yuzhe Zhao, C. Zhou, Z. You, K. Jaffel, Nan Lu, Gerry Bauer, Bolin Li, H. Wang, Jingqing Zhang, Yuji Li, Z. Lin, C. Lü, Meng Xiao, C. Ávila, Diego Andres Barbosa Trujillo, Andrés Cabrera, Carlos Florez, Jorge Fraga, Jose Antonio Reyes Vega, J. Jaramillo, César Rendón, Manuel Rodríguez, Anderson Alexis Ruales Barbosa, J. D. Ruiz Alvarez, D. Giljanović, N. Godinović, Damir Lelas, Ana Sculac, M. Kovac, Andro Petkovic, T. Sculac, P. Bargassa, V. Brigljević, B. K. Chitroda, D. Ferenček, K. Jakovčić, A. Starodumov, T. Šuša, K. Christoforou, Andreas Hadjiagapiou, Christos Leonidou, J. Mousa, C. Nicolaou, Leonidas Paizanos, F. Ptochos, P. A. Razis, Hans Rykaczewski, H. Saka, A. Stepennov, М. Фингер, М. Фингер, A. Kveton, E. Ayala, Edgar Carrera Jarrin, Hassan Abdalla, Y. Assran, B. El-mahdy, A. Muhammad, M. A. Mahmoud, K. Ehatäht, M. Kadastik, T. Lange, C. Nielsen, Joosep Pata, M. Raidal, L. Tani, Christian Veelken, K. Österberg, M. Voutilainen, Nurfikri Bin Norjoharuddeen, E. Brücken, F. García, Patin Inkaew, Kimmo Samuli Kallonen, T. Lampén, K. Lassila-Perini, S. Lehti, T. Lindén, M. Myllymäki, M. m. Rantanen, J. Tuominiemi, H. Kirschenmann, P. Luukka, H. Petrow, M. Besançon, F. Couderc, M. Déjardin, D. Denegri, Jean-Louis Faure, Federico Ferri, Serguei Ganjour, Philippe Gras, G. Hamel de Monchenault, Mintu Kumar, V. Lohezic, J. Malclès, Francesco Orlandi, L. Portales, André Rosowsky, Mehmet Özgür Sahin, A. Savoy-Navarro, P. Simkina, M. Titov, M. Tornago, F. Beaudette, G. Boldrini, P. Busson, A. Cappati, C. Charlot, Marco Chiusi, Théo Damien Cuisset, Florian Damas, O. Davignon, Adinda de Wit, Isaac Telford Ehle, Bruno Afonso Fontana Santos Alves, Shamik Ghosh, A. Gilbert, R. Granier de Cassagnac, Alexandre Hakimi, B. Harikrishnan, Lida Kalipoliti, G. Liu, M. Nguyen, S. Obraztsov, C. Ochando, R. Salerno, J. B. Sauvan, Y. Sirois, Gamze Sokmen, L. Urda Gómez, E. Vernazza, A. Zabi, A. Zghiche, Jean-Laurent Agram, J. Andreä, Dylan Apparu, D. Blöch, Jean-Marie Brom, E. C. Chabert, C. Collard, S. Falke, U. Goerlach, Raphael Haeberle, Anne-Catherine Le Bihan, M. Meena, Océane Poncet, Gourab Saha, Mario Antoine Sessini, P. Van Hove, Paul Vaucelle, A. Di Florio, David Amram, S. Beauceron, B. Blancon, G. Boudoul, Nicolas Chanon, D. Contardo, P. Depasse, C. Dozen, Houmani El Mamouni, Jean Fay, S. Gascon, M. Gouzevitch, Christopher Greenberg, Gérald Grenier, B. Ille, Elise Jourd'Huy, Imad Baptiste Laktineh, M. Lethuillier, Laurent Mirabito, S. Perriès, A. Purohit, M. Vander Donckt, P. Verdier, J. Xiao, G. Adamov, I. Lomidze, Z. Tsamalaidze, V. Botta, S. Consuegra Rodŕıguez, L. Feld, K. Klein, M. Lipinski, D. Meuser, A. Pauls, D. Pérez Adán, N. Röwert, M. Teroerde, S. Diekmann, A. Dodonova, Niclas Eich, D. Eliseev, F. Engelke, J. Erdmann, M. Erdmann, Benjamin Fischer, T. Hebbeker, K. Höepfner, F. Ivone, A. Jung, Ming-Yan Lee, Florian Mausolf, M. Merschmeyer, Arnd Meyer, Swagata Mukherjee, D. Noll, Fabian Nowotny, Andrey Pozdnyakov, Yannik Rath, W. Redjeb, Florian Rehm, H. Reithler, Valentina Sarkisovi, Alexander Schmidt, Chinmay Seth, Jan Lukas Späh, F. Torres Da Silva De Araujo, Sebastian Wiedenbeck, S. Zaleski, Christian Dziwok, G. Flügge, T. Kress, Andreas Nowack, O. Pooth, A. Stahl, Tim Ziemons, Alexander Zotz, H. Aarup Petersen, M. Aldaya Martin, J. Alimena, Simone Amoroso, Y. An, Jorn Bach, Samuel Baxter, Maryam Bayatmakou, H. Becerril Gonzalez, O. Behnke, Alberto Belvedere, F. Blekman, K. Borras, A. Campbell, A. Cardini, F. Colombina, M. De Silva, Guenter Eckerlin, D. Eckstein, L. I. Estevez Banos, E. Gallo, A. Geiser, Valentina Guglielmi, M. Guthoff, A. Hinzmann, Laurids Jeppe, B. Kaech, M. Kasemann, C. Kleinwort, R. Kogler, M. Komm, D. Krücker, Wolfgang Lange, Daina Leyva Pernia, K. Lipka, W. Lohmann, Florian Lorkowski, Rainer Mankel, Isabell-Alissandra Melzer-Pellmann, Mikel Mendizabal Morentin, A. B. Meyer, Gabriele Milella, Keila Moral Figueroa, A. Mussgiller, L. P. Nair, J. Niedziela, A. Nürnberg, J. Park, Evan Ranken, A. Raspereza, Daniil Rastorguev, Jonas Rübenach, Lovisa Rygaard, M. Scham, Simon Schnake, P. Schütze, C. Schwanenberger, D. Selivanova, Konstantin Sharko, M. Shchedrolosiev, Dominic Stafford, F. Vazzoler, Ana Ventura Barroso, R. Walsh, Di Wang, Qun Wang, Katarzyna Wichmann, L. Wiens, Christoph Wissing, Y. Yang, S. Zakharov, A. Zimermmane Castro Santos, Anna Albrecht, S. Albrecht, M. Antonello, Sven Bollweg, M. Bonanomi, P. Connor, K. El Morabit, Yannick Fischer, E. Garutti, Alexander Grohsjean, J. Haller, Daniel Hundhausen, H. R. Jabusch, G. Kasieczka, Philip Keicher, R. Klanner, W. Korcari, T. Krämer, Chin-Chia Kuo, Viktor Kutzner, F. Labe, J. Lange, Artur Lobanov, C. Matthies, L. Moureaux, Malte Mrowietz, A. Nigamova, Yuval Nissan, Alexander Paasch, Karla Josefina Pena Rodriguez, Tobias Quadfasel, Bianca Raciti, M. Rieger, D. Savoiu, J. Schindler, P. Schleper, M. Schröder, J. Schwandt, M. Sommerhalder, Hartmut Stadie, G. Steinbrück, Alexandra Tews, Bogdan Wiederspan, Moritz Wolf, S. Brommer, Erik Butz, T. Chwalek, A. Dierlamm, Gizem Gul Dincer, Umut Elicabuk, N. Faltermann, Manuel Giffels, A. Gottmann, Frank Hartmann, Robin Hofsaess, M. Horzela, U. Husemann, J. Kieseler, M. Klute, Olha Lavoryk, J. M. Lawhorn, Marco Link, A. Lintuluoto, S. Maier, S. Mitra, M. Mormile, Thomas Müller, M. Neukum, Minseok Oh, E. Pfeffer, M. Presilla, Gunter Quast, K. Rabbertz, B. Regnery, Robert William Schmieder, Nikita Shadskiy, Ivan Shvetsov, Hans-Jürgen Simonis, Lars Sowa, Lea Stockmeier, Komal Tauqeer, Maria Toms, Bogdan Topko, N. Trevisani, Tim Voigtländer, R. F. Von Cube, Jost Von Den Driesch, M. Wassmer, Sebastian Wieland, F. Wittig, Roger Wolf, X. Zuo, G. Anagnostou, G. Daskalakis, Aristotelis Kyriakis, Alkiviadis Papadopoulos, Anna Stakia, Georgios Melachroinos, Zacharias Painesis, I. Paraskevas, N. Saoulidou, K. Theofilatos, Eirini Tziaferi, Konstantinos Vellidis, Ilias Zisopoulos, Georgios Bakas, Theodoros Chatzistavrou, Georgia Karapostoli, K. Kousouris, I. Papakrivopoulos, Eirini Siamarkou, G. Tsipolitis, Anna Zacharopoulou, Ioannis Bestintzanos, I. Evangelou, C. Foudas, Christos Kamtsikis, P. Katsoulis, P. Kokkas, Polidamas Georgios Kosmoglou Kioseoglou, Nikolaos Manthos, I. Papadopoulos, John Strologas, Csaba Hajdu, Dezso Horvath, K. Márton, Attila József Rádl, F. Siklér, V. Veszpremi, M. Csanád, Krisztián Farkas, Anna Fehérkuti, M. M. A. Gadallah, Ármin Kadlecsik, P. Major, G. Pásżtor, Gabor Istvan Veres, Balazs Ujvari, G. Zilizi, György Bencze, S. Czellár, József Molnár, Z. Szillási, T. Csörgő, F. Nemes, Tamás Novák, S. Bansal, S. B. Beri, V. Bhatnagar, G. Chaudhary, N. Dhingra, A. Kaur, Anureet Kaur, Harjot Kaur, Manjit Kaur, S. Kumar, Tanvi Sheokand, J. B. Singh, A. Singla, Ashutosh Bhardwaj, A. Chhetri, B. C. Choudhary, Arun Kumar, M. Naimuddin, Kirti Ranjan, Mahesh Kumar Saini, Saumya Phor, Sweta Baradia, S. Barman, S. Bhattacharya, Suman das Gupta, Shubham Dutta, Suchandra Dutta, Subir Sarkar, Mohammad Mobassir Ameen, P. K. Behera, Subash Chandra Behera, Sayan Chatterjee, Ganapati Dash, P. Jana, P. Kalbhor, Samadhan Kamble, Jyothsna Rani Komaragiri, Deepak Kumar, Tribeni Mishra, B. Parida, P. R. Pujahari, Nihar Ranjan Saha, A. K. Sikdar, Rohit Kumar Singh, P. Verma, S. Verma, Anusree Vijay, S. Dugad, Gagan Bihari Mohanty, Mukund Shelake, P. Suryadevara, A. Bala, S. Banerjee, S. Bhowmik, Rajdeep Mohan Chatterjee, Monoranjan Guchait, Shilpi Jain, Atul Jaiswal, B. M. Joshi, Sanjeev Kumar, Gobinda Majumder, Shubhi Parolia, A. Thachayath, Seema Bahinipati, Chandiprasad Kar, Dipak Maity, P. Mal�, K. Naskar, Aruna Nayak, Samarendra Nayak, Kuldeep Pal, Priyanka Sadangi, S. K. Swain, S. Varghese, D. Vats, S. Acharya, Alpana Alpana, S. Dube, B. Gomber, Prachurjya Hazarika, Bhumika Kansal, Arnab Laha, B. Sahu, Kumar Yash Vaish, H. Bakhshiansohi, A. Jafari, M. Zeinali, Sima Bashiri, S. Chenarani, Seyed Mohsen Etesami, Yasaman Hosseini, E. Khazaie, M. Mohammadi Najafabadi, Seddigheh Tizchang, M. Felcini, M. Grünewald, Marcello Abbrescia, A. Colaleo, D. Creanza, B. D’Anzi, N. De Filippis, M. De Palma, W. Elmetenawee, N. Ferrara, L. Fiore, Giuseppe Iaselli, L. Longo, Magdy Louka, G. Maggi, M. Maggi, Ilirjan Margjeka, Vincenzo Mastrapasqua, Salvatore My, S. Nuzzo, Antonello Pellecchia, A. Pompili, G. Pugliese, R. Radogna, Dayron Ramos, A. Ranieri, L. Silvestris, F. Simonetto, Anna Stamerra, Donato Troiano, R. Venditti, Piet Verwilligen, Angela Zaza, G. Abbiendi, Carlo Battilana, Daniele Bonacorsi, Paolo Capiluppi, A. Castro, F. R. Cavallo, M. Cuffiani, G. M. Dallavalle, T. Diotalevi, F. Fabbri, D. Fasanella, P. Giacomelli, L. Giommi, C. Grandi, L. Guiducci, S. Lo Meo, Marco Lorusso, Leonardo Lunerti, Stefano Marcellini, G. Masetti, F. L. Navarria, Giulia Paggi, A. Perrotta, F. Primavera, A. M. Rossi, Simone Rossi Tisbeni, T. Rovelli, Gian Piero Siroli, S. Costa, Alessandro Di Mattia, A. Lapertosa, Renato Potenza, A. Tricomi, P. Assiouras, G. Barbagli, G. Bardelli, B. Camaiani, A. Cassese, R. Ceccarelli, V. Ciulli, Carlo Civinini, R. D’Alessandro, E. Focardi, T. Kello, G. Latino, P. Lenzi, M. Lizzo, Marco Meschini, S. Paoletti, A. Papanastassiou, G. Sguazzoni, L. Viliani, L. Benussi, Stefano Bianco, S. Meola, D. Piccolo, M. Alves Gallo Pereira, F. Ferro, E. Robutti, S. Tosi, A. Benaglia, Francesco Brivio, F. Cetorelli, F. De Guio, M. E. Dinardo, P. Dini, S. Gennai, R. Gerosa, P. Govoni, L. Guzzi, Giulia Lavizzari, M. T. Lucchini, M. Malberti, S. Malvezzi, A. Massironi, D. Menasce, Luigi Moroni, M. Paganoni, Simona Palluotto, Д. Педрини, Aurora Perego, Bianca Sofia Pinolini, Giorgio Pizzati, S. Ragazzi, Tommaso Tabarelli de Fatis, S. Buontempo, A. Cagnotta, Francesco Carnevali, N. Cavallo, Francesco Fabozzi, Alberto Maria Iorio, Luca Lista, P. Paolucci, B. Rossi, Rocco Ardino, Patrizia Azzi, Nicola Bacchetta, D. Bisello, P. Bortignon, Gabriele Bortolato, Andrea Maria Bulla, P. Checchia, T. Dorigo, F. Gasparini, Ugo Gasparini, Sabrina Giorgetti, M. Gulmini, Enrico Lusiani, Martino Margoni, Anna Teresa Meneguzzo, Matteo Migliorini, Jacopo Pazzini, P. Ronchese, R. Rossin, Franco Simonetto, M. Tosi, Andrea Triossi, S. Ventura, M. Zanetti, P. Zotto, A. Zucchetta, Gianni Zumerle, Alessandro Braghieri, S. Calzaferri, D. Fiorina, P. Montagna, V. Re, P. Salvini, I. Vai, P. Vitulo, Sehar Ajmal, Maria Elena Ascioti, Gian Mario Bilei, Costanza Carrivale, D. Ciangottini, L. Fanò, V. Mariani, Mauro Menichelli, F. Moscatelli, A. Rossi, A. Santocchia, D. Spiga, T. Tedeschi, C. Aimè, Cristina Andreea Alexe, P. Asenov, P. Azzurri, Giuseppe Bagliesi, Rajarshi Bhattacharya, Tommaso Boccali, E. Bossini, L. Bianchini, Rino Castaldi, M. A. Ciocci, M. Cipriani, V. D’Amante, Roberto Dell'Orso, S. Donato, Alessandro Giassi, F. Ligabue, Andrea Carlo Marini, D. Matos Figueiredo, A. Messineo, S. Mishra, V. K. Muraleedharan Nair Bindhu, Marco Musich, Saswati Nandan, F. Palla, A. Rizzi, G. Rolandi, Suvankar Roy Chowdhury, T. Sarkar, A. Scribano, P. Spagnolo, Roberto Tenchini, G. Tonelli, N. Turini, Francesco Vaselli, A. Venturi, Piero Giorgio Verdini, P. Barria, Chiara Basile, F. Cavallari, L. Cunqueiro, D. Del Re, Emanuele Di Marco, M. Diemoz, F. Errico, Ruben Gargiulo, E. Longo, L. Martikainen, J. Mijuskovic, Francesco Pandolfi, Riccardo Paramatti, Claudio Quaranta, S. Rahatlou, Chiara Rovelli, F. Santanastasio, Livia Soffi, Vangelis Vladimirov, N. Amapane, R. Arcidiacono, S. Argirò, M. Arneodo, N. Bartosik, Riccardo Bellan, C. Biino, Cecilia Borca, N. Cartiglia, Marco Costa, R. Covarelli, Natale Demaria, L. Finco, M. Grippo, F. Legger, F. Luongo, Chiara Mariotti, Lazar Markovic, Silvia Maselli, A. Mecca, Luca Menzio, P. Meridiani, E. Migliore, M. Monteno, R. Mulargia, M. M. Obertino, Giacomo Ortona, L. Pacher, N. Pastrone, M. Pelliccioni, F. Siviero, V. Sola, A. Solano, A. Staiano, C. Tarricone, D. Trocino, G. Umoret, R. White, J. Babbar, S. Belforte, Vieri Candelise, M. Casarsa, F. Cossutti, K. De Leo, G. Della Ricca, S. Dogra, Jieun Hong, Jiwoong Kim, D. Lee, Hakseong Lee, S. W. Lee, C. S. Moon, Young Do Oh, Min Sang Ryu, Sezen Sekmen, Yu Chul Yang, Min Suk Kim, Gyeonghwan Bak, Piljun Gwak, H. Kim, Dong Ho Moon, E. Asilar, Jieun Choi, D. Kim, T. J. Kim, J. A. Merlin, Yeonsu Ryou, S. Choi, Seyoung Han, Kisoo Lee, Kyong Sei Lee, Soohwan Lee, Jaehyeok Yoo, J. Goh, S. Yang, Y. Kang, Yongsun Kim, S. Lee, Ji Hwan Bhyun, Junho Choi, Jin Choi, Won Jun, Junho Kim, Young Wan Kim, Sanghyun Ko, H. Lee, Joonbin Lee, J. Lee, Byung Hun Oh, Sung Bin Oh, Hyonsan Seo, Unki Yang, I. Yoon, Woojin Jang, da Young Kang, Seulgi Kim, B. Ko, J. S. H. Lee, Yunjae Lee, Inkyu Park, Youn Roh, I. J. Watson, S. Ha, Kyuyeong Hwang, B. Kim, H. D. Yoo, M. Choi, Mi Ran Kim, Heewon Lee, Younghoon Lee, I. Yu, Taha Beyrouthy, F. Alazemi, K. Dreimanis, Antra Gaile, Conrado Munoz Diaz, D. Osite, Guntis Pikurs, Andris Potrebko, M. Seidel, Dimitrios Sidiropoulos Kontos, Normunds Ralfs Strautnieks, M. Ambrozas, A. Juodagalvis, A. Rinkevičius, G. Tamulaitis, I. Yusuff, Zukhaimira Zolkapli, J. F. Benitez, A. Castaneda Hernandez, Hedwin Aaron Encinas Acosta, Luis Gabriel Gallegos Maríñez, M. León Coello, J. A. Murillo Quijada, A. Sehrawat, Lizardo Valencia Palomo, Gabriel Ayala, Heriberto Castilla-Valdez, Horacio Crotte Ledesma, E. De La Cruz–Burelo, I. Heredia-De La Cruz, Ricardo Lopez-Fernandez, J. Mejia Guisao, Cesar Atzin Mondragon Herrera, Alberto Sánchez Hernández, C. Oropeza Barrera, Dalia Lucero Ramirez Guadarrama, M. Ramirez-García, Irais Bautista, F. E. Neri Huerta, Isabel Pedraza, Humberto Antonio Salazar Ibarguen, C. Uribe Estrada, I. Bubanja, N. Raičević, Philip H Butler, Ashfaq Ahmad, M. I. Asghar, A. Awais, Muhammad Imran Malik Awan, Hafeez R Hoorani, Wajid Ali Khan, Valentina Avati, Andrea Bellora, L. Forthomme, L. Grzanka, M. Malawski, K. Piotrzkowski, H. Bialkowska, Michal Bluj, M. Górski, M. Kazana, M. Szleper, Piotr Zalewski, K. Buńkowski, K. Doroba, A. Kalinowski, M. Konecki, J. Królikowski, A. Muhammad, Piotr Fokow, K. Późniak, Wojciech Zabolotny, Mariana Araujo, D. Bastos, C. Beirão Da Cruz E Silva, A. Boletti, M. Bozzo, T. Camporesi, G. Da Molin, P. Faccioli, M. Gallinaro, J. Hollar, N. Leonardo, Giovanni Battista Marozzo, A. Petrilli, M. Pisano, João Seixas, Joao Varela, Johan Wilfried Wulff, Petar Adzic, Predrag Milenovic, D. Devetak, M. Dordevic, J. Milošević, Vladimir Reković, Milan Stojanovic, J. Alcaraz Maestre, C. Fernandez Bedoya, Javier Andres Brochero Cifuentes, Oliver M. Carretero, M. Cepeda, Marcos Cerrada, N. Colino, Begona de la Cruz, A. Delgado Peris, A. Escalante Del Valle, D. Fernández Del Val, J. P. Fernández Ramos, J. Flix, M. C. Fouz, O. González López, S. Goy López, J. M. Hernández, M. I. Josa, J. Llorente Merino, C. Martin Perez, Elvira Martin Viscasillas, Dermot Moran, Cecilia Maria Morcillo Perez, Á. Navarro Tobar, Carlos Perez Dengra, Antonio María Pérez-Calero Yzquierdo, J. Puerta Pelayo, I. Redondo, J. Sastre, J. Vazquez Escobar, Jorge F de Trocóniz, B. Álvarez González, J. Cuevas, J. Fernández Menéndez, S. Folgueras, I. González Caballero, Pelayo Leguina, E. Palencia Cortezón, Javier Prado Pico, V. Rodríguez Bouza, Alejandro Soto Rodríguez, Andrea Trapote, Carlos Vico Villalba, P. Vischia, S. Blanco Fernández, I. J. Cabrillo, A. Calderón, J. Duarte Campderros, Marcos Fernandez, G. Gómez, Clara Lasaosa García, Rubén López Ruiz, C. Martínez Rivero, P. Martínez Ruiz del Árbol, F. Matorras, P. Matorras Cuevas, Efren Navarrete Ramos, Jonatan Piedra Gomez, Luca Scodellaro, Ivan Vila, Jesús Manuel Vizan Garcia, Balashangar Kailasapathy, Deshitha Chamikara Wickramarathna Dhammage, W. G. D. Dharmaratna, Kalpanie Liyanage, Nimantha Perera, Duccio Abbaneo, C. Amendola, Etiennette Auffray, G. Auzinger, Joachim Baechler, David Barney, A. Bermúdez Martínez, Michele Bianco, A. A. Bin Anuar, A. Bocci, Lisa Borgonovi, C. Botta, Alberto Bragagnolo, Erica Brondolin, Christopher Edward Brown, C. Caillol, G. Cerminara, N. Chernyavskaya, D. d’Enterria, Anne Dabrowski, A. David, A. De Roeck, Matteo Maria Defranchis, M. Deile, Marc Dobson, G. Franzoni, W. Funk, Simone Giani, Dominique Gigi, Karl Gill, F. Glege, M. Glowacki, Jeroen Hegeman, J. K. Heikkilä, Benjamin Huber, Vincenzo Innocente, T. James, Patrick Janot, Oliwia Kaluzinska, George Karathanasis, Santeri Laurila, Paul Lecoq, E. Leutgeb, C. Lourenço, M. Magherini, L. Malgeri, M. Mannelli, Mark Matthewman, A. Mehta, F. Meijers, Stefano Mersi, Emilio Meschi, Vukasin Milosevic, Fabio Monti, F. Moortgat, M. Mulders, Izaak Neutelings, Styliani Orfanelli, F. Pantaleo, Giovanni Petrucciani, Andreas Pfeiffer, M. Pierini, H. Qu, Dinyar Rabady, B. Ribeiro Lopes, F. Riti, M. Rovere, Hannes Sakulin, R. Salvatico, Sergio Sanchez Cruz, S. Scarfí, Christoph Schwick, M. Selvaggi, Archana Sharma, K. Shchelina, Pedro Silva, P. Sphicas, A. G. Stahl Leiton, Arnaud Steen, Sioni Summers, D. Treille, P. Sphicas, D. Walter, Joanna Wanczyk, Jing Wang, S. Wuchterl, P. Zehetner, P. 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Schonbeck, Kevin Stenson, K. A. Ulmer, S. R. Wagner, N. Zipper, D. Zuolo, J. Alexander, X. Chen, Derek James Cranshaw, J. Dickinson, J. Fan, X. Fan, S. Hogan, Peace Kotamnives, Jose Monroy, M. Oshiro, J. R. Patterson, M. Reid, A. Ryd, J. Thom, P. Wittich, Rui Zou, M. Albrow, Maral Alyari, Oz Amram, G. Apollinari, A. Apresyan, L. A. T. Bauerdick, D. Berry, Jeffrey Berryhill, P. C. Bhat, K. Burkett, J. N. Butler, A. Canepa, G. B. Cerati, Harry Cheung, F. Chlebana, Irene Dutta, Victor Daniel Elvira, Jim Freeman, A. Gandrakota, Zoltan Gecse, Lindsey Gray, Dan Green, A. Grummer, S. Grünendahl, Daniel Guerrero, O. Gutsche, Robert M Harris, Theodor Christian Herwig, J. Hirschauer, B. Jayatilaka, S. Jindariani, M. Johnson, Umesh Joshi, T. Klijnsma, Boaz Klima, Ka Martin Kwok, S. Lammel, C. A. Lee, Don Lincoln, Ron Lipton, Tiehui Liu, K. Maeshima, D. Mason, Patricia Mcbride, P. Merkel, S. Mrenna, S. Nahn, J. Ngadiuba, Daniel Noonan, Scarlet Norberg, V. Papadimitriou, N. Pastika, K. Pedro, Cristián Peña, F. Ravera, Allison Reinsvold Hall, L. Ristori, M. Safdari, E. Sexton-Kennedy, Nicholas Smith, A. Soha, Leonard Spiegel, Stoyan Stoynev, James Strait, L. Taylor, Slawek Tkaczyk, Nhan Viet Tran, Lorenzo Uplegger, Eric Wayne Vaandering, Irene Zoi, C. Aruta, Paul Avery, D. Bourilkov, Philip Chang, V. Cherepanov, Richard Field, C. Huh, E. Koenig, M. Kolosova, J. Konigsberg, A. Korytov, K. Matchev, N. Menendez, G. Mitselmakher, K. Mohrman, A. Muthirakalayil Madhu, Neha Rawal, S. Rosenzweig, Y. Takahashi, J. Wang, T. Adams, Ali Al Kadhim, Andrew Askew, N. Bower, R. Hashmi, Ryan Sangwoo Kim, S. H. Kim, T. Kolberg, G. Martı́nez, H. Prosper, Purbita Rahman Prova, Meutia Wulansatiti, R. Yohay, Jingyu Zhang, Bandar Alsufyani, S. Butalla, S. Das, T. Elkafrawy, Marcus Hohlmann, Erick Yanes, A. Baty, Clayton Bennett, R. Cavanaugh, R. Escobar Franco, O. Evdokimov, C. E. Gerber, Michelle Hawksworth, Abhishek Hingrajiya, David Jonathan Hofman, J. h. Lee, D. S. Lemos, C. Mills, S. Nanda, G. Oh, Beren Ozek, D. Pilipovic, R. Pradhan, Enea Prifti, Titas Roy, S. Rudrabhatla, Navjit Singh, Marguerite Tonjes, N. Varelas, M. A. Wadud, Zhenyu Ye, J. Yoo, Mohammad Alhusseini, Dylan Blend, Kamuran Dılsız, Luiz Emediato, G. Karaman, Ohannes Kamer Köseyan, J.-P. Merlo, Alexi Mestvirishvili, Orgho Neogi, H. Oğul, Y. Onel, Aldo Penzo, Christina Snyder, E. Tiras, B. Blumenfeld, L. Corcodilos, J. Davis, Andrei Gritsan, Lucas Kang, S. Kyriacou, P. Maksimovic, M. Roguljić, J. Roskes, S. Sekhar, Morris Swartz, A. Abreu, Luis Fernando Alcerro Alcerro, Justin Anguiano, Saray Arteaga Escatel, Philip Baringer, A. Bean, Z. Flowers, Derek Grove, J. King, G. Krintiras, Margaret Lazarovits, C. Le Mahieu, J. Marquez, M. Murray, M. Nickel, Michael Pitt, S. Popescu, C. Rogan, S. Sanders, Caleb Smith, G. Wilson, C. Royon, Reddy Gujju Gurunadha, A. Ivanov, Ketino Kaadze, Y. Maravin, James Natoli, Dennis Roy, G. Sorrentino, Drew Baden, A. Belloni, J. Bistany-riebman, Y. M. Chen, S. C. Eno, Nicholas John Hadley, S. Jabeen, R. G. Kellogg, T. Koeth, Braden Kronheim, Y. Lai, Samuel Lascio, Alice Mignerey, Sara Nabili, C. Palmer, C. Papageorgakis, Mekhala Mahesh Paranjpe, Elena Popova, Alexey Shevelev, L. Wang, Cristian Baldenegro Barrera, Joshua Bendavid, S. Bright-Thonney, Ivan Amos Cali, Pin-Chun Chou, M. D’Alfonso, J. Eysermans, Chad Freer, G. Gomez Ceballos, Maxim Goncharov, G. Grosso, P. Harris, Duc Hoang, D. Kovalskyi, J. Krupa, L. Lavezzo, Yen-Jie Lee, K. Long, Christopher Mcginn, A. Novák, C. Paus, Christina Reissel, C. Roland, G. Roland, Simon Rothman, G. S. F. Stephans, Z. Wang, B. Wysłouch, Tianyu Yang, Bryan Crossman, Charles Kapsiak, M. Kröhn, Devin Mahon, Jeremy Mans, B. Marzocchi, M. Revering, R. Rusack, Rohith Saradhy, Nadja Strobbe, K. Bloom, D. R. Claes, Grace Haza, J. Hossain, C. Joo, Ilya Kravchenko, Aman Rohilla, Joaquin Emilo Siado, W. Tabb, Antonio Vagnerini, Andrew Wightman, F. Yan, D. Yu, H. Bandyopadhyay, Lauren Hay, Hsin-Wei Hsia, Ia Iashvili, A. Kalogeropoulos, A. Kharchilava, Margaret Morris, D. Nguyen, S. Rappoccio, Haifa Rejeb Sfar, Ac Williams, G. Alverson, E. Barberis, J. Bonilla, Ben Bylsma, M. Campana, John Dervan, Y. Haddad, Y. Han, I. Israr, A. Krishna, Petr Levchenko, J. Li, M. Lu, Ryan Mccarthy, David Michael Morse, Vivan Nguyen, Toyoko Orimoto, A. Parker, L. Skinnari, Emily Tsai, Darien Wood, Susan Dittmer, K. A. Hahn, D. Li, Y. Liu, Michael Mcginnis, Y. Miao, David Gabriel Monk, Michael Henry Schmitt, Angela Taliercio, Mayda Velasco, G. Agarwal, R. Band, R. Bucci, S. Castells, A. Das, R. Goldouzian, Michael Hildreth, K. Hurtado Anampa, T. Ivanov, C. P. Jessop, K. Lannon, John D. Lawrence, Nikitas Loukas, Dylan Lutton, Joseph Mariano, Ian Mcalister, T. McCauley, Christopher Mcgrady, C. Moore, N. Marinelli, H. Nelson, M. Osherson, A. Piccinelli, Randy Ruchti, A. Townsend, Yuyi Wan, M. Wayne, Henry Yockey, Mateusz Zarucki, Lara Zygala, A. Basnet, Michael Carrigan, Lloyd Stanley Durkin, C. Hill, M. Joyce, Martha Nunez Ornelas, Kai Wei, B. L. Winer, Brent Yates, Hichem Bouchamaoui, Kathryn Coldham, P. Das, G. Dezoort, P. Elmer, P. Fackeldey, A. Frankenthal, Bennett Greenberg, N. Haubrich, K. E. Kennedy, G. Köpp, Stephanie Kwan, D. J. Lange, A. Loeliger, D. Marlow, Isabel Ojalvo, James Olsen, Farrah Simpson, David Stickland, C. Tully, L. H. Vage, S. Malik, Richa Sharma, A. S. Bakshi, Soumik Chandra, R. Chawla, An Gu, Laszlo Gutay, M. Jones, A. W. Jung, Abraham Mathew Koshy, M. Liu, Giulia Negro, N. Neumeister, G. Paspalaki, S. Piperov, J. F. Schulte, Fuqiang Wang, Andrew Wildridge, W. Xie, Y. Yao, J. Dolen, Neeti Parashar, A. Pathak, D. Acosta, Aman Agrawal, T. Carnahan, K. M. Ecklund, Pedro José Fernández Manteca, S. Freed, Parker Gardner, F. J. M. Geurts, Iason Krommydas, W. Li, J. Lin, Osvaldo Miguel Colin, B. P. Padley, R. Redjimi, J. Rotter, E. Yigitbasi, Y. Zhang, A. Bodek, Pawel de Barbaro, Regina Demina, J. L. 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Viinikainen, Heewon Chung, Bradley Cox, John Hakala, Robert Hirosky, A. Ledovskoy, Cristina Mantilla, C. Neu, C. Ramón Álvarez, Saptaparna Bhattacharya, P. E. Karchin, Anagha Aravind, Kevin Black, Tulika Bose, Elise Chavez, Sridhara Dasu, P. Everaerts, Camilla Galloni, He He, M. Herndon, Alain Herve, Charis Kleio Koraka, A. Lanaro, R. Loveless, Jithin Madhusudanan Sreekala, Abhishikth Mallampalli, A. Mohammadi, Susmita Mondal, G. Parida, L. Pétré, Deborah Pinna, Alexander Savin, Victor Shang, V. Sharma, W. H. Smith, D. Teague, Ho Fung Tsoi, W. Vetens, Abigail Warden, Serguei Afanasiev, V. Alexakhin, D. Budkouski, I. Golutvin, I. Gorbunov, V. Karjavine, Olga Kodolova, V. Korenkov, A. Lanev, A. Malakhov, V. Matveev, A. Nikitenko, V. Palichik, Victor Perelygin, M. Savina, V. Shalaev, Sergey Shmatov, Siarhei Shulha, Vitaly Smirnov, Oleg Teryaev, N. Voytishin, B. S. Yuldashev, Anatoli Zarubin, I. Zhizhin, D. Sosnov, Nikolai Krasnikov, Irina Tlisova, Tagir Aushev, Kirill Ivanov, V. Gavrilov, N. Lychkovskaya, V. S. Popov, Alexander Zhokin, M. Chadeeva, R. Chistov, S. Polikarpov, Vladimir Andreev, M. Azarkin, M. Kirakosyan, A. Terkulov, Edouard Boos, V. Bunichev, M. Dubinin, Lev Dudko, Alexander Ershov, A. Gribushin, V. Klyukhin, Maxim Perfilov, Viktor Savrin, Petr Volkov, Vladimir Blinov, Tatyana Dimova, A. Kozyrev, Olesia Radchenko, Y. Skovpen, Vassili Kachanov, Sergei Slabospitskii, Andrey Uzunian, A. Babaev, V. Borshch, Dmitry Druzhkin
Notice bibliographique
RevueThe European Physical Journal C · 2025
Typepreprint
Langueen
DomainePhysics and Astronomy
ThématiqueParticle physics theoretical and experimental studies
Établissements canadiensInstitute of Particle Physics
Organismes subventionnairesCERN
Mots-clésHiggs bosonLarge Hadron ColliderVector bosonArtificial neural networkBosonParticle physicsFusionGluonPhysicsArtificial intelligenceSupport vector machineComputer sciencePattern recognition (psychology)Machine learning
Résumé
Abstract We propose a neural network training method capable of accounting for the effects of systematic variations of the data model in the training process and describe its extension towards neural network multiclass classification. The procedure is evaluated on the realistic case of the measurement of Higgs boson production via gluon fusion and vector boson fusion in the $${\uptau } {\uptau } $$ τ τ decay channel at the CMS experiment. The neural network output functions are used to infer the signal strengths for inclusive production of Higgs bosons as well as for their production via gluon fusion and vector boson fusion. We observe improvements of 12 and 16% in the uncertainty in the signal strengths for gluon and vector-boson fusion, respectively, compared with a conventional neural network training based on cross-entropy.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
score de la tête « metaresearch » (Codex)0,005
score de la tête « metaresearch » (Gemma)0,013
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesaucune
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Simulation ou modélisation · Signal consensuel: Simulation ou modélisation
GenreSignal candidat: Méthodes · Signal consensuel: Méthodes
Score de désaccord entre enseignants0,007
Score d'incertitude au seuil0,025
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,005 | 0,013 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,001 | 0,001 |
| Communication savante | 0,001 | 0,001 |
| Science ouverte | 0,002 | 0,002 |
| Intégrité de la recherche | 0,001 | 0,002 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,002 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
Tête enseignante Opus0,059
Tête enseignante GPT0,334
Écart entre enseignants0,275 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validation
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Les modèles n’ont appliqué aucune catégorie : rien dans la taxonomie ne correspondait à ce travail.
Devis d'étudeSimulation ou modélisation
Domainenon disponible
GenreMéthodes
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».
En bref
Citations1
Publié2025
Routes d'admission1
Résumé présentoui