Reconstruction of decays to merged photons using end-to-end deep learning with domain continuation in the CMS detector

Tumasyan, A.; Adam, W.; Andrejkovic, J. W.; Bergauer, T.; Chatterjee, S.; Damanakis, K.; Dragicevic, M.; Del Valle, A. Escalante; Frühwirth, R.; Jeitler, M.; Krammer, N.; Lechner, L.; Liko, D.; Mikulec, I.; Paulitsch, P.; Pitters, F. M.; Schieck, J.; Schöfbeck, R.; Schwarz, D.; Templ, S.; Waltenberger, W.; Wulz, C.E.; Darwish, M. R.; De Wolf, E. A.; Janssen, T.; Kello, T.; Lelek, A.; Sfar, H. Rejeb; Van Mechelen, P.; Van Putte, S.; Van Remortel, N.; Bols, E. S.; D’Hondt, J.; De Moor, A.; Delcourt, M.; Faham, H. El; Lowette, S.; Moortgat, S.; Morton, A.; Müller, D.; Sahasransu, A. R.; Tavernier, S.; Van Doninck, W.; Vannerom, D.; Beghin, D.; Clerbaux, B.; De Lentdecker, G.; Favart, L.; Lee, K.; Mahdavikhorrami, M.; Makarenko, I.; Paredes, S.; Pétré, L.; Popov, A.; Postiau, N.; Starling, E.; Thomas, L.; Vanden Bemden, M.; Vander Velde, C.; Vanlaer, P.; Dobur, D.; Knolle, J.; Lambrecht, L.; Mestdach, G.; Niedziela, M.; Rendón, C.; Roskas, C.; Samalan, A.; Skovpen, K.; Tytgat, M.; Van Den Bossche, N.; Vermassen, B.; Wezenbeek, L.; Benecke, A.; Bethani, A.; Bruno, G.; Bury, F.; Caputo, C.; David, P.; Delaere, C.; Donertas, I. S.; Giammanco, A.; Jaffel, K.; Jain, Sa.; Lemaitre, V.; Mondal, K.; Prisciandaro, J.; Taliercio, A.; Tran, T. T.; Vischia, P.; Wertz, S.; Alves, G. A.; Hensel, C.; Moraes, A.; Teles, P. Rebello; Júnior, W. L. Aldá; Pereira, M. Alves Gallo; Filho, M. Barroso Ferreira; Malbouisson, H. Brandao; Carvalho, W.; Chinellato, J.; Da Costa, E. M.; Da Silveira, G. G.; Damiao, D. De Jesus; Sousa, V. Dos Santos; De Souza, S. Fonseca; Martins, J.; Herrera, C. Mora; Amarilo, K. Mota; Mundim, L.; Nogima, H.; Santoro, A.; Amaral, S. M. Silva Do; Sznajder, A.; Thiel, M.; De Araujo, F. Torres Da Silva; Pereira, A. Vilela; Bernardes, C. A.; Calligaris, L.; Tomei, T.R. Fernandez Perez; Gregores, E. M.; Lemos, D. S.; Mercadante, P. G.; Novaes, S. F.; Padula, Sandra S.; Aleksandrov, A.; Antchev, G.; Hadjiiska, R.; Iaydjiev, P.; Misheva, M.; Rodozov, M.; Shopova, M.; Sultanov, G.; Dimitrov, A.; Ivanov, T.; Litov, L.; Pavlov, B.; Petkov, P.; Petrov, A.; Cheng, T.; Javaid, T.; Mittal, M.; Yuan, L.; Ahmad, M.; Bauer, G.; Dozen, C.; Hu, Z.; Wang, Y.; Yi, K.; Chapon, E.; Chen, G. M.; Chen, H. S.; Chen, M.; Iemmi, F.; Kapoor, A.; Liao, H.; Liu, Z.A.; Milosevic, V.; Monti, F.; Sharma, R.; Tao, J.; Thomas-Wilsker, J.; Wang, J.; Zhang, H.; Zhao, J.; Agapitos, A.; An, Y.; Ban, Y.; Chen, C.; Levin, A.; Li, Q.; Lyu, X.; Mao, Y.; Qian, S. J.; Wang, D.; Xiao, J.; Yang, H.; Lu, M.; You, Z.; Gao, X.; Leggat, D.; Okawa, H.; Zhang, Y.; Lin, Z.; Xiao, M.; Avila, C.; Cabrera, A.; Florez, C.; Fraga, J.; Guisao, J. Mejia; Ramirez, F.; Alvarez, J. D. Ruiz; Giljanovic, D.; Godinovic, N.; Lelas, D.; Puljak, I.; Antunovic, Z.; Kovac, M.; Sculac, T.; Brigljevic, V.; Ferencek, D.; Majumder, D.; Roguljic, M.; Starodumov, A.; Susa, T.; Attikis, A.; Christoforou, K.; Kole, G.; Kolosova, M.; Konstantinou, S.; Mousa, J.; Nicolaou, C.; Ptochos, F.; Razis, P. A.; Rykaczewski, H.; Saka, H.; Finger, M.; Finger, M.; Kveton, A.; Ayala, E.; Jarrin, E. Carrera; Abdalla, H.; Assran, Y.; Lotfy, A.; Mahmoud, M. A.; Bhowmik, S.; Dewanjee, R. K.; Ehataht, K.; Kadastik, M.; Nandan, S.; Nielsen, C.; Pata, J.; Raidal, M.; Tani, L.; Veelken, C.; Eerola, P.; Kirschenmann, H.; Osterberg, K.; Voutilainen, M.; Bharthuar, S.; Brücken, E.; Garcia, F.; Havukainen, J.; Kim, M. S.; Kinnunen, R.; Lampén, T.; Lassila-Perini, K.; Lehti, S.; Lindén, T.; Lotti, M.; Martikainen, L.; Myllymäki, M.; Ott, J.; Rantanen, M. m.; Siikonen, H.; Tuominen, E.; Tuominiemi, J.; Luukka, P.; Petrow, H.; Tuuva, T.; Amendola, C.; Besancon, M.; Couderc, F.; Dejardin, M.; Denegri, D.; Faure, J. L.; Ferri, F.; Ganjour, S.; Gras, P.; de Monchenault, G. Hamel; Jarry, P.; Lenzi, B.; Lohezic, V.; Malcles, J.; Rander, J.; Rosowsky, A.; Sahin, M. Ö.; Savoy-Navarro, A.; Simkina, P.; Titov, M.; Yu, G. B.; Ahuja, S.; Barrera, C. Baldenegro; Beaudette, F.; Bonanomi, M.; Perraguin, A. Buchot; Busson, P.; Cappati, A.; Charlot, C.; Davignon, O.; Diab, B.; Falmagne, G.; Alves, B. A. Fontana Santos; Ghosh, S.; de Cassagnac, R. Granier; Hakimi, A.; Harikrishnan, B.; Motta, J.; Nguyen, M.; Ochando, C.; Paganini, P.; Portales, L.; Rembser, J.; Salerno, R.; Sarkar, U.; Sauvan, J. B.; Sirois, Y.; Tarabini, A.; Zabi, A.; Zghiche, A.; Agram, J.L.; Andrea, J.; Apparu, D.; Bloch, D.; Bourgatte, G.; Brom, J.M.; Chabert, E. C.; Collard, C.; Darej, D.; Fontaine, J.C.; Goerlach, U.; Grimault, C.; Le Bihan, A.C.; Nibigira, E.; Van Hove, P.; Beauceron, S.; Bernet, C.; Boudoul, G.; Camen, C.; Carle, A.; Chanon, N.; Contardo, D.; Depasse, P.; Mamouni, H. El; Fay, J.; Gascon, S.; Gouzevitch, M.; Ille, B.; Laktineh, I. B.; Lethuillier, M.; Mirabito, L.; Perries, S.; Shchablo, K.; Sordini, V.; Torterotot, L.; Vander Donckt, M.; Viret, S.; Chokheli, D.; Lomidze, I.; Tsamalaidze, Z.; Botta, V.; Feld, L.; Klein, K.; Lipinski, M.; Meuser, D.; Pauls, A.; Röwert, N.; Schulz, J.; Teroerde, M.; Dodonova, A.; Eich, N.; Eliseev, D.; Erdmann, M.; Fackeldey, P.; Fischer, B.; Hebbeker, T.; Hoepfner, K.; Ivone, F.; Lee, M. y.; Mastrolorenzo, L.; Merschmeyer, M.; Meyer, A.; Mondal, S.; Mukherjee, S.; Noll, D.; Novak, A.; Pozdnyakov, A.; Rath, Y.; Reithler, H.; Schmidt, A.; Schuler, S. C.; Sharma, A.; Vigilante, L.; Wiedenbeck, S.; Zaleski, S.; Dziwok, C.; Flügge, G.; Ahmad, W. Haj; Hlushchenko, O.; Kress, T.; Nowack, A.; Pooth, O.; Roy, D.; Stahl, A.; Ziemons, T.; Zotz, A.; Petersen, H. Aarup; Martin, M. Aldaya; Asmuss, P.; Baxter, S.; Bayatmakou, M.; Behnke, O.; Martínez, A. Bermúdez; Bhattacharya, S.; Anuar, A. A. Bin; Blekman, F.; Borras, K.; Brunner, D.; Campbell, A.; Cardini, A.; Cheng, C.; Colombina, F.; Rodríguez, S. Consuegra; Silva, G. Correia; De Silva, M.; Didukh, L.; Eckerlin, G.; Eckstein, D.; Banos, L. I. Estevez; Filatov, O.; Gallo, E.; Geiser, A.; Giraldi, A.; Greau, G.; Grohsjean, A.; Guglielmi, V.; Guthoff, M.; Jafari, A.; Jomhari, N. Z.; Kaech, B.; Kasem, A.; Kasemann, M.; Kaveh, H.; Kleinwort, C.; Kogler, R.; Krücker, D.; Lange, W.; Lipka, K.; Lohmann, W.; Mankel, R.; Melzer-Pellmann, I.A.; Morentin, M. Mendizabal; Metwally, J.; Meyer, A. B.; Meyer, M.; Mormile, M.; Mussgiller, A.; Nürnberg, A.; Otarid, Y.; Adán, D. Pérez; Pitzl, D.; Raspereza, A.; Lopes, B. Ribeiro; Rübenach, J.; Saggio, A.; Saibel, A.; Savitskyi, M.; Scham, M.; Scheurer, V.; Schnake, S.; Schütze, P.; Schwanenberger, C.; Shchedrolosiev, M.; Ricardo, R. E. Sosa; Stafford, D.; Tonon, N.; Van De Klundert, M.; Vazzoler, F.; Walsh, R.; Walter, D.; Wang, Q.; Wen, Y.; Wichmann, K.; Wiens, L.; Wissing, C.; Wuchterl, S.; Santos, A. Zimermmane Castro; Aggleton, R.; Albrecht, S.; Bein, S.; Benato, L.; Connor, P.; De Leo, K.; Eich, M.; Morabit, K. El; Feindt, F.; Fröhlich, A.; Garbers, C.; Garutti, E.; Hajheidari, M.; Haller, J.; Hinzmann, A.; Kasieczka, G.; Klanner, R.; Kramer, T.; Kutzner, V.; Lange, J.; Lange, T.; Lobanov, A.; Malara, A.; Matthies, C.; Mehta, A.; Moureaux, L.; Nigamova, A.; Rodriguez, K. J. Pena; Rieger, M.; Rieger, O.; Schleper, P.; Schröder, M.; Schwandt, J.; Stadie, H.; Steinbrück, G.; Tews, A.; Bechtel, J.; Brommer, S.; Burkart, M.; Butz, E.; Caspart, R.; Chwalek, T.; De Boer, W.; Dierlamm, A.; Droll, A.; Faltermann, N.; Giffels, M.; Gosewisch, J. O.; Gottmann, A.; Hartmann, F.; Heidecker, C.; Horzela, M.; Husemann, U.; Keicher, P.; Koppenhöfer, R.; Maier, S.; Mitra, S.; Müller, Th.; Neukum, M.; Quast, G.; Rabbertz, K.; Rauser, J.; Savoiu, D.; Schnepf, M.; Seith, D.; Shvetsov, I.; Simonis, H. J.; Ulrich, R.; van der Linden, J.; Von Cube, R. F.; Wassmer, M.; Weber, M.; Wieland, S.; Wolf, R.; Wozniewski, S.; Wunsch, S.; Anagnostou, G.; Assiouras, P.; Daskalakis, G.; Kyriakis, A.; Stakia, A.; Diamantopoulou, M.; Karasavvas, D.; Kontaxakis, P.; Koraka, C. K.; Manousakis-Katsikakis, A.; Panagiotou, A.; Papavergou, I.; Saoulidou, N.; Theofilatos, K.; Tziaferi, E.; Vellidis, K.; Vourliotis, E.; Bakas, G.; Kousouris, K.; Papakrivopoulos, I.; Tsipolitis, G.; Zacharopoulou, A.; Adamidis, K.; Bestintzanos, I.; Evangelou, I.; Foudas, C.; Gianneios, P.; Katsoulis, P.; Kokkas, P.; Manthos, N.; Papadopoulos, I.; Strologas, J.; Csanád, M.; Farkas, K.; Gadallah, M. M. A.; Lökös, S.; Major, P.; Mandal, K.; Pásztor, G.; Rádl, A. J.; Surányi, O.; Veres, G. I.; Bartók, M.; Bencze, G.; Hajdu, C.; Horvath, D.; Sikler, F.; Veszpremi, V.; Czellar, S.; Fasanella, D.; Fienga, F.; Karancsi, J.; Molnar, J.; Szillasi, Z.; Teyssier, D.; Raics, P.; Trocsanyi, Z. L.; Ujvari, B.; Csorgo, T.; Nemes, F.; Novak, T.; Bansal, S.; Beri, S. B.; Bhatnagar, V.; Chaudhary, G.; Chauhan, S.; Dhingra, N.; Gupta, R.; Kaur, A.; Kaur, H.; Kaur, M.; Kumari, P.; Meena, M.; Sandeep, K.; Singh, J. B.; Virdi, A. K.; Ahmed, A.; Bhardwaj, A.; Choudhary, B. C.; Gola, M.; Keshri, S.; Kumar, A.; Naimuddin, M.; Priyanka, P.; Ranjan, K.; Saumya, S.; Shah, A.; Bhattacharya, R.; Bhattacharya, S.; Bhowmik, D.; Dutta, S.; Dutta, S.; Gomber, B.; Maity, M.; Palit, P.; Rout, P. K.; Saha, G.; Sahu, B.; Sarkar, S.; Sharan, M.; Behera, P. K.; Behera, S. C.; Kalbhor, P.; Komaragiri, J. R.; Kumar, D.; Muhammad, A.; Panwar, L.; Pradhan, R.; Pujahari, P. R.; Sharma, A.; Sikdar, A. K.; Tiwari, P. C.; Naskar, K.; Aziz, T.; Dugad, S.; Kumar, M.; Mohanty, G. B.; Banerjee, S.; Chudasama, R.; Guchait, M.; Karmakar, S.; Kumar, S.; Majumder, G.; Mazumdar, K.; Mukherjee, S.; Bahinipati, S.; Kar, C.; Mal, P.; Mishra, T.; Bindhu, V. K. Muraleedharan Nair; Nayak, A.; Saha, P.; Sur, N.; Swain, S. K.; Vats, D.; Alpana, A.; Dube, S.; Kansal, B.; Laha, A.; Pandey, S.; Rastogi, A.; Sharma, S.; Khazaie, E.; Sedghi, M.; Zeinali, M.; Chenarani, S.; Etesami, S. M.; Khakzad, M.; Najafabadi, M. Mohammadi; Grunewald, M.; Abbrescia, M.; Aly, R.; Aruta, C.; Colaleo, A.; Creanza, D.; De Filippis, N.; De Palma, M.; Di Florio, A.; Elmetenawee, W.; Errico, F.; Fiore, L.; Iaselli, G.; Ince, M.; Lezki, S.; Maggi, G.; Maggi, M.; Margjeka, I.; Mastrapasqua, V.; My, S.; Nuzzo, S.; Pellecchia, A.; Pompili, A.; Pugliese, G.; Ramos, D.; Ranieri, A.; Selvaggi, G.; Silvestris, L.; Simone, F. M.; Sözbilir, Ü.; Venditti, R.; Verwilligen, P.; Abbiendi, G.; Battilana, C.; Bonacorsi, D.; Borgonovi, L.; Brigliadori, L.; Campanini, R.; Capiluppi, P.; Castro, A.; Cavallo, F. R.; Ciocca, C.; Cuffiani, M.; Dallavalle, G. M.; Diotalevi, T.; Fabbri, F.; Fanfani, A.; Giacomelli, P.; Giommi, L.; Grandi, C.; Guiducci, L.; Meo, S. Lo; Lunerti, L.; Marcellini, S.; Masetti, G.; Navarria, F. L.; Perrotta, A.; Primavera, F.; Rossi, A. M.; Rovelli, T.; Siroli, G. P.; Albergo, S.; Costa, S.; Di Mattia, A.; Potenza, R.; Tricomi, A.; Tuve, C.; Barbagli, G.; Camaiani, B.; Cassese, A.; Ceccarelli, R.; Ciulli, V.; Civinini, C.; D’Alessandro, R.; Focardi, E.; Latino, G.; Lenzi, P.; Lizzo, M.; Meschini, M.; Paoletti, S.; Seidita, R.; Sguazzoni, G.; Viliani, L.; Benussi, L.; Bianco, S.; Piccolo, D.; Bozzo, M.; Ferro, F.; Mulargia, R.; Robutti, E.; Tosi, S.; Benaglia, A.; Boldrini, G.; Brivio, F.; Cetorelli, F.; De Guio, F.; Dinardo, M. E.; Dini, P.; Gennai, S.; Ghezzi, A.; Govoni, P.; Guzzi, L.; Lucchini, M. T.; Malberti, M.; Malvezzi, S.; Massironi, A.; Menasce, D.; Moroni, L.; Paganoni, M.; Pedrini, D.; Pinolini, B. S.; Ragazzi, S.; Redaelli, N.; de Fatis, T. Tabarelli; Valsecchi, D.; Zuolo, D.; Buontempo, S.; Carnevali, F.; Cavallo, N.; De Iorio, A.; Fabozzi, F.; Iorio, A. O. M.; Lista, L.; Meola, S.; Paolucci, P.; Rossi, B.; Sciacca, C.; Azzi, P.; Bacchetta, N.; Bisello, D.; Bortignon, P.; Bragagnolo, A.; Carlin, R.; Checchia, P.; Dorigo, T.; Dosselli, U.; Gasparini, F.; Gasparini, U.; Grosso, G.; Layer, L.; Lusiani, E.; Margoni, M.; Marini, F.; Meneguzzo, A. T.; Pazzini, J.; Ronchese, P.; Rossin, R.; Simonetto, F.; Strong, G.; Tosi, M.; Yarar, H.; Zanetti, M.; Zotto, P.; Zucchetta, A.; Zumerle, G.; Aimè, C.; Braghieri, A.; Calzaferri, S.; Fiorina, D.; Montagna, P.; Ratti, S. P.; Re, V.; Riccardi, C.; Salvini, P.; Vai, I.; Vitulo, P.; Asenov, P.; Bilei, G. M.; Ciangottini, D.; Fanò, L.; Magherini, M.; Mantovani, G.; Mariani, V.; Menichelli, M.; Moscatelli, F.; Piccinelli, A.; Presilla, M.; Rossi, A.; Santocchia, A.; Spiga, D.; Tedeschi, T.; Azzurri, P.; Bagliesi, G.; Bertacchi, V.; Bianchini, L.; Boccali, T.; Bossini, E.; Bruschini, D.; Castaldi, R.; Ciocci, M. A.; D’Amante, V.; Dell’Orso, R.; Di Domenico, M. R.; Donato, S.; Giassi, A.; Ligabue, F.; Manca, E.; Mandorli, G.; Figueiredo, D. Matos; Messineo, A.; Musich, M.; Palla, F.; Parolia, S.; Ramirez-Sanchez, G.; Rizzi, A.; Rolandi, G.; Chowdhury, S. Roy; Scribano, A.; Shafiei, N.; Spagnolo, P.; Tenchini, R.; Tonelli, G.; Turini, N.; Venturi, A.; Verdini, P. G.; Barria, P.; Campana, M.; Cavallari, F.; Del Re, D.; Di Marco, E.; Diemoz, M.; Longo, E.; Meridiani, P.; Organtini, G.; Pandolfi, F.; Paramatti, R.; Quaranta, C.; Rahatlou, S.; Rovelli, C.; Santanastasio, F.; Soffi, L.; Tramontano, R.; Amapane, N.; Arcidiacono, R.; Argiro, S.; Arneodo, M.; Bartosik, N.; Bellan, R.; Bellora, A.; Antequera, J. Berenguer; Biino, C.; Cartiglia, N.; Costa, M.; Covarelli, R.; Demaria, N.; Grippo, M.; Kiani, B.; Legger, F.; Mariotti, C.; Maselli, S.; Mecca, A.; Migliore, E.; Monteil, E.; Monteno, M.; Obertino, M. M.; Ortona, G.; Pacher, L.; Pastrone, N.; Pelliccioni, M.; Ruspa, M.; Shchelina, K.; Siviero, F.; Sola, V.; Solano, A.; Soldi, D.; Staiano, A.; Tornago, M.; Trocino, D.; Umoret, G.; Vagnerini, A.; Belforte, S.; Candelise, V.; Casarsa, M.; Cossutti, F.; Da Rold, A.; Della Ricca, G.; Sorrentino, G.; Dogra, S.; Huh, C.; Kim, B.; Kim, D. H.; Kim, G. N.; Kim, J.; Lee, J.; Lee, S. W.; Moon, C. S.; Oh, Y. D.; Pak, S. I.; Sekmen, S.; Yang, Y. C.; Kim, H.; Moon, D. H.; Asilar, E.; Francois, B.; Kim, T. J.; Park, J.; Cho, S.; Choi, S.; Hong, B.; Lee, K.; Lee, K. S.; Lim, J.; Park, J.; Park, S. K.; Yoo, J.; Goh, J.; Gurtu, A.; Kim, H. S.; Kim, Y.; Almond, J.; Bhyun, J. H.; Choi, J.; Jeon, S.; Kim, J.; Kim, J. S.; Ko, S.; Kwon, H.; Lee, H.; Lee, S.; Oh, B. H.; Oh, M.; Oh, S. B.; Seo, H.; Yang, U. K.; Yoon, I.; Jang, W.; Kang, D. Y.; Kang, Y.; Kim, S.; Ko, B.; Lee, J. S. H.; Lee, Y.; Merlin, J. A.; Park, I. C.; Roh, Y.; Ryu, M. S.; Song, D.; Watson, I. J.; Yang, S.; Ha, S.; Yoo, H. D.; Choi, M.; Lee, H.; Lee, Y.; Yu, I.; Beyrouthy, T.; Maghrbi, Y.; Dreimanis, K.; Veckalns, V.; Ambrozas, M.; De Oliveira, A. Carvalho Antunes; Juodagalvis, A.; Rinkevicius, A.; Tamulaitis, G.; Norjoharuddeen, N. Bin; Hoh, S. Y.; Zolkapli, Z.; Benitez, J. F.; Hernandez, A. Castaneda; Acosta, H. A. Encinas; Maríñez, L. G. Gallegos; Coello, M. León; Quijada, J. A. Murillo; Sehrawat, A.; Palomo, L. Valencia; Ayala, G.; Castilla-Valdez, H.; De La Cruz-Burelo, E.; La Cruz, I. Heredia-De; Lopez-Fernandez, R.; Herrera, C. A. Mondragon; Navarro, D. A. Perez; Reyes-Almanza, R.; Hernández, A. Sánchez; Barrera, C. Oropeza; Valencia, F. Vazquez; Pedraza, I.; Ibarguen, H. A. Salazar; Estrada, C. Uribe; Bubanja, I.; Mijuskovic, J.; Raicevic, N.; Krofcheck, D.; Butler, P. H.; Ahmad, A.; Asghar, M. I.; Awais, A.; Awan, M. I. M.; Gul, M.; Hoorani, H. R.; Khan, W. A.; Shah, M. A.; Shoaib, M.; Waqas, M.; Avati, V.; Grzanka, L.; Malawski, M.; Bialkowska, H.; Bluj, M.; Boimska, B.; Górski, M.; Kazana, M.; Szleper, M.; Zalewski, P.; Bunkowski, K.; Doroba, K.; Kalinowski, A.; Konecki, M.; Krolikowski, J.; Araujo, M.; Bargassa, P.; Bastos, D.; Boletti, A.; Faccioli, P.; Gallinaro, M.; Hollar, J.; Leonardo, N.; Niknejad, T.; Pisano, M.; Seixas, J.; Toldaiev, O.; Varela, J.; Adzic, P.; Dordevic, M.; Milenovic, P.; Milosevic, J.; Aguilar-Benitez, M.; Maestre, J. Alcaraz; Fernández, A. Álvarez; Bachiller, I.; Luna, M. Barrio; Bedoya, Cristina F.; Montoya, C. A. Carrillo; Cepeda, M.; Cerrada, M.; Colino, N.; De La Cruz, B.; Peris, A. Delgado; Ramos, J. P. Fernández; Flix, J.; Fouz, M. C.; Lopez, O. Gonzalez; Lopez, S. Goy; Hernandez, J. M.; Josa, M. I.; Holgado, J. León; Moran, D.; Tobar, Á. Navarro; Dengra, C. Perez; Yzquierdo, A. Pérez-Calero; Pelayo, J. Puerta; Redondo, I.; Romero, L.; Navas, S. Sánchez; Gómez, L. Urda; Willmott, C.; de Trocóniz, J. F.; Gonzalez, B. Alvarez; Cuevas, J.; Menendez, J. Fernandez; Folgueras, S.; Caballero, I. Gonzalez; Fernández, J. R. González; Cortezon, E. Palencia; Álvarez, C. Ramón; Bouza, V. Rodríguez; Rodríguez, A. Soto; Trapote, A.; Trevisani, N.; Villalba, C. Vico; Cifuentes, J. A. Brochero; Cabrillo, I. J.; Calderon, A.; Campderros, J. Duarte; Fernandez, M.; Madrazo, C. Fernandez; Manteca, P. J. Fernández; Alonso, A. García; Gomez, G.; Rivero, C. Martinez; del Arbol, P. Martinez Ruiz; Matorras, F.; Cuevas, P. Matorras; Gomez, J. Piedra; Prieels, C.; Ruiz-Jimeno, A.; Scodellaro, L.; Vila, I.; Garcia, J. M. Vizan; Jayananda, M. K.; Kailasapathy, B.; Sonnadara, D. U. J.; Wickramarathna, D. D. C.; Dharmaratna, W. G. D.; Liyanage, K.; Perera, N.; Wickramage, N.; Aarrestad, T. K.; Abbaneo, D.; Alimena, J.; Auffray, E.; Auzinger, G.; Baechler, J.; Baillon, P.; Barney, D.; Bendavid, J.; Bianco, M.; Bilin, B.; Bocci, A.; Caillol, C.; Camporesi, T.; Garrido, M. Capeans; Cerminara, G.; Chernyavskaya, N.; Chhibra, S. S.; Choudhury, S.; Cipriani, M.; Cristella, L.; d’Enterria, D.; Dabrowski, A.; David, A.; De Roeck, A.; Defranchis, M. M.; Deile, M.; Dobson, M.; Dünser, M.; Dupont, N.; Elliott-Peisert, A.; Fallavollita, F.; Florent, A.; Forthomme, L.; Franzoni, G.; Funk, W.; Ghosh, S.; Giani, S.; Gigi, D.; Gill, K.; Glege, F.; Gouskos, L.; Govorkova, E.; Haranko, M.; Hegeman, J.; Innocente, V.; James, T.; Janot, P.; Kaspar, J.; Kieseler, J.; Komm, M.; Kratochwil, N.; Lange, C.; Laurila, S.; Lecoq, P.; Lintuluoto, A.; Lourenço, C.; Maier, B.; Malgeri, L.; Mallios, S.; Mannelli, M.; Marini, A. C.; Meijers, F.; Mersi, S.; Meschi, E.; Moortgat, F.; Mulders, M.; Orfanelli, S.; Orsini, L.; Pantaleo, F.; Perez, E.; Peruzzi, M.; Petrilli, A.; Petrucciani, G.; Pfeiffer, A.; Pierini, M.; Piparo, D.; Pitt, M.; Qu, H.; Quast, T.; Rabady, D.; Racz, A.; Gutiérrez, G. 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doi:10.1103/PhysRevD.108.052002
Reconstruction of decays to merged photons using end-to-end deep learning with domain continuation in the CMS detector

A. Tumasyan (Yerevan Physics Institute, Yerevan, Armenia) ; W. Adam (Institut für Hochenergiephysik, Vienna, Austria) ; J. W. Andrejkovic (Institut für Hochenergiephysik, Vienna, Austria) ; T. Bergauer (Institut für Hochenergiephysik, Vienna, Austria) ; S. Chatterjee (Institut für Hochenergiephysik, Vienna, Austria) ; et al. - Show all 2340 authors
A novel technique based on machine learning is introduced to reconstruct the decays of highly Lorentz-boosted particles. Using an end-to-end deep learning strategy, the technique bypasses existing rule-based particle reconstruction methods typically used in high energy physics analyses. It uses minimally processed detector data as input and directly outputs particle properties of interest. The new technique is demonstrated for the reconstruction of the invariant mass of particles decaying in the CMS detector. The decay of a hypothetical scalar particle $A$ into two photons, $A \to γ γ$ , is chosen as a benchmark decay. Lorentz boosts $γ_{L} = 60 - 600$ are considered, ranging from regimes where both photons are resolved to those where the photons are closely merged as one object. A training method using domain continuation is introduced, enabling the invariant mass reconstruction of unresolved photon pairs in a novel way. The new technique is validated using $π^{0} \to γ γ$ decays in LHC collision data.
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      "source": "APS", 
      "title": "Reconstruction of decays to merged photons using end-to-end deep learning with domain continuation in the CMS detector"
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      "holder": "CERN", 
      "statement": "\u00a9 2023 CERN, for the CMS Collaboration", 
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  "abstracts": [
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      "source": "APS", 
      "value": "A novel technique based on machine learning is introduced to reconstruct the decays of highly Lorentz-boosted particles. Using an end-to-end deep learning strategy, the technique bypasses existing rule-based particle reconstruction methods typically used in high energy physics analyses. It uses minimally processed detector data as input and directly outputs particle properties of interest. The new technique is demonstrated for the reconstruction of the invariant mass of particles decaying in the CMS detector. The decay of a hypothetical scalar particle <math><mi>A</mi></math> into two photons, <math><mi>A</mi><mo>\u2192</mo><mi>\u03b3</mi><mi>\u03b3</mi></math>, is chosen as a benchmark decay. Lorentz boosts <math><msub><mi>\u03b3</mi><mi>L</mi></msub><mo>=</mo><mn>60</mn><mi>\u2013</mi><mn>600</mn></math> are considered, ranging from regimes where both photons are resolved to those where the photons are closely merged as one object. A training method using domain continuation is introduced, enabling the invariant mass reconstruction of unresolved photon pairs in a novel way. The new technique is validated using <math><msup><mi>\u03c0</mi><mn>0</mn></msup><mo>\u2192</mo><mi>\u03b3</mi><mi>\u03b3</mi></math> decays in LHC collision data."
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Published on:: 05 September 2023
Publisher:: APS
Published in:: Physical Review D , Volume 108 (2023)
Issue 5
DOI:: https://doi.org/10.1103/PhysRevD.108.052002
arXiv:: 2204.12313
Licence:: CC-BY-4.0
Fulltext files: