Title: | Reweighting simulated events using machine-learning techniques in the CMS experiment |
Authors: | Hayrapetyan, A Tumasyan, A Adam, W Andrejkovic, JW Benato, L Bergauer, T Chatterjee, S Damanakis, K Dragicevic, M Hussain, PS Jeitler, M Denegri, D Pelliccioni, M Karchin, PE Lipka, K Newbold, DM Lohmann, W Hay, L Lorkowski, F Krupa, J Konecki, M Zhao, J Ellis, KV Veres, GI Mankel, R Melzer-Pellmann, I-A Flowers, Z Manthos, N Mendizabal Morentin, M Petyt, D Kyberd, P Gianneios, P Gargiulo, R Jindariani, S Menendez, N Sanders, S Ramírez García, M Bethani, A Meyer, AB Cabrillo, IJ Thiel, M Milella, G Moral Figueroa, K Mussgiller, A Pisano, M Nuzzo, S Nair, LP Gigi, D Hong, Y Ha, S Niedziela, J Tarricone, C Hamel de Monchenault, G Yoo, J Krolikowski, J Bellora, A Farkas, K Gninenko, S Grove, D Theofilatos, K Antchev, G Nürnberg, A Pellecchia, A Guo, B Nayak, A Otarid, Y Johnson, M Aravind, A Park, J Ranken, E Madigan, G Ujvari, B Jaramillo, J Raspereza, A Rastorguev, D Rübenach, J Golubev, N Kiminsu, U Simpson, F Pompili, A De Favereau De Jeneret, J Calderon, A Escobar Franco, R Gill, K Rygaard, L Saggio, A King, J Mitselmakher, G Messineo, A Bozzo, M Dordevic, M Muhammad, A Bharthuar, S Kamble, S Scham, M Glege, F Donertas, IS Schnake, S Schütze, P Kansal, B Duarte Campderros, J Karneyeu, A Schwanenberger, C Siado, JE Mohrman, K Selivanova, D Banerjee, S McBride, P Stamenkovic, M Khalilzadeh, A Joshi, U Sharko, K Pugliese, G Shchedrolosiev, M Stafford, D Nayak, S Krintiras, G Savrin, V Vazzoler, F Hahn, KA Ehle, IT Yi, R Bianchini, L Köseyan, OK Tews, A Harris, P Fokow, P Ventura Barroso, A Jabeen, S Reid, ID Walsh, R Wang, D Sorrentino, G Klijnsma, T Wang, Q Sastre, J Wichmann, K Wiens, L Venkatasubramanian, N Dobur, D Khan, FA Albrecht, S Neukum, M Radogna, R Zygala, L Braghieri, A Park, MI Adzic, P De Leo, K Kveton, A Kirakosyan, M Sawant, S Ramos, D Abbott, S Ranieri, A Klima, B Silvestris, L Simone, FM Kim, B Antonello, M Bedoya, CF Sözbilir, Ü Black, K Stamerra, A Troiano, D Venditti, R Kwok, KHM Gribushin, A Lawrence, J Scodellaro, L Labe, F Oreshkin, V Oh, M Sutantawibul, C Bein, S Dincer, GG Kellogg, RG Israr, I Giammanco, A Verwilligen, P Zaza, A Abbiendi, G Hegeman, J Flacher, H Battilana, C Kim, S Bonacorsi, D Bury, F Kim, S Taylor, L Vorotnikov, G Langford, J Brochero Cifuentes, JA Sosnov, D Bernardes, CA Capiluppi, P Castro, A Thomas-Wilsker, J Barton, B Nash, J Wilson, J Pfeffer, E Bose, T Cavallo, FR Maravin, Y Koeth, T Sultanov, G Cuffiani, M Bollweg, S Dallavalle, GM Lammel, S Vila, I Guzel, AO Brainerd, C Diotalevi, T Chavez, E Sulimov, V Fabbri, F Adamidis, K Fanfani, A Fasanella, D Fernandez Menendez, J Nogima, H Gadallah, MMA Bistany-riebman, J Carretero, OM Rogan, C Longo, E Fayer, S Giacomelli, P Heikkilä, JK Vizan Garcia, JM Li, A Landsberg, G Giommi, L Kronheim, B Grandi, C Uvarov, L Guiducci, L Kolberg, T Bonanomi, M Lo Meo, S Hadjiiska, R Roy Chowdhury, S Kumar, D Breedon, R Lorusso, M Jain, S Bartek, R Lunerti, L Lee, Y-J Marcellini, S Presilla, M Masetti, G Cepeda, M Parida, G Huber, B Dasu, S Connor, P Cai, H Martinez, G Vorobyev, A Navarria, FL Elkafrawy, T Lai, Y Paggi, G Choi, S Perrotta, A Mahon, D Sharma, V Kailasapathy, B Everaerts, P Zhang, H Primavera, F Calderon De La Barca Sanchez, M Goh, J Rossi, AM Al Kadhim, A Morse, DM Rossi Tisbeni, S Camporesi, T Salyer, K Lee, KS Rovelli, T Galloni, C Lemaitre, V Siroli, GP Costa, S Uribe Estrada, C Wiederspan, B Papavergou, I Rawal, N Cerrada, M Innocente, V Lascio, S Prosper, H Dominguez, A He, H Di Mattia, A Bauer, G Lapertosa, A Potenza, R Pedraza, I Gharbia, Y Tricomi, A Li, D Quast, G Le Mahieu, C Tuve, C Wickramarathna, DDC Lee, C Alhusseini, M Assiouras, P Harder, K Prova, PR Barbagli, G Bardelli, G James, T Vijay, A Lidrych, J Jiang, CH Tamulaitis, G Vagnerini, A Cossutti, F Errico, F Camaiani, B Mahmoud, MA Ruales Barbosa, AA Colino, N Lange, J Dharmaratna, WGD Wulansatiti, M Kaur, M Hsia, HW Cassese, A Ceccarelli, R Rabbertz, K Vazquez Escobar, J Ciulli, V Lee, K Civinini, C Tziaferi, E D’Alessandro, R Kara, O Lincoln, D Focardi, E Simsek, AE Florez, C Raidal, M Salvi, G Kello, T Fontana Santos Alves, BA Pesaresi, M Yu, D Janot, P Lipton, R Latino, G Lenzi, P El Morabit, K Alazemi, F Mastrapasqua, P De La Cruz, B Regnery, B Choi, J Ganjour, S Lizzo, M Pikurs, G Lutton, L Meschini, M Paoletti, S Finco, L Aushev, T Liyanage, K Fischer, Y Yu, SS Papanastassiou, A Sguazzoni, G Boccali, T Komaragiri, JR Kaluzinska, O Chertok, M Viliani, L Benussi, L Bianco, S Mignerey, AC Meola, S Yohay, R Shadskiy, N Liu, T Zabolotny, W Piccolo, D Blend, D Karacheban, O Mejia Guisao, J Terkulov, A Jiang, C Perera, N Ivanov, K De Jesus Damiao, D Veelken, C Bam, B Delgado Peris, A Tran, TT Alves Gallo Pereira, M McMaster, B Liu, Z-A Abbrescia, M Kirsanov, M Ferro, F Glowacki, M Madrid, C Robutti, E Tosi, S Benaglia, A Verma, P Nabili, S Dimova, T Sharma, A Vanlaer, P Herndon, M Brivio, F Maeshima, K Buchot Perraguin, A Garutti, E Dudko, L Zhang, J Cetorelli, F De Guio, F Munoz Diaz, C Dinardo, ME Novaes, SF Dini, P Laha, A Herve, A Iaydjiev, P Turkcapar, S Gennai, S Gavrilov, V Citron, M Grohsjean, A Orzari, B Gerosa, R Alsufyani, B Tiras, E Ghezzi, A Shvetsov, I Koraka, CK Macedo, M Palmer, C Govoni, P Guzzi, L Abbaneo, D Laurila, S Wolf, M Berryhill, J Mantilla, C Lucchini, MT Haller, J Malberti, M Malvezzi, S Fedi, G Chhetri, A Lychkovskaya, N Escalante Del Valle, A Massironi, A Fonseca De Souza, S Nahn, S Menasce, D Alves, GA Conway, J Chudasama, R Simonis, HJ Rosenzweig, S Klute, M Della Ricca, G Moroni, L Papageorgakis, C Lemos, DS Sahasransu, AR Xiao, M Paganoni, M Palluotto, S Nikitenko, A Cox, PT Pedrini, D Perego, A Van Mechelen, P Pinolini, BS Basnet, A Pal, K Marquez, J Pizzati, G Fernández Del Val, D Amendola, C Kadlecsik, Á Mason, D Butalla, S Tsai, LS Erbacher, R Bocci, A Ayala, E Ragazzi, S Lecoq, P Sowa, L Tabarelli de Fatis, T Buontempo, S Hundhausen, D Popov, V Paranjpe, MM Coelho, E Romeo, F Cagnotta, A Carnevali, F Lanaro, A Seidel, M Bachtis, M Jensen, F Auffray, E Evdokimov, O Cavallo, N Fabozzi, F Avati, V Cooper, SI Gomez, G Iorio, AOM Lista, L Royon, C Sperka, D Kovalskyi, D Kravchenko, I Loukas, N Fernández Ramos, JP Sculac, A Paolucci, P Rossi, B Nguyen, V Long, K Popova, E Anthony, D Grynyov, B Ardino, R Zhang, J Azzi, P Delcourt, M Correia Silva, G D’Hondt, J Crovella, C Bacchetta, N Bisello, D Zhokin, A Bortignon, P Li, J Orimoto, T Stockmeier, L Komurcu, Y Loveless, R Brinkerhoff, A Paraskevas, I Bortolato, G Kukral, O Bragagnolo, A Flix, J Bulla, ACM Leutgeb, E Hohlmann, M Daskalakis, G Howard, A Shevelev, A Bundock, A Colaleo, A Gleyzer, SV Navarro Tobar, Á Jabusch, HR Chadeeva, M Olah, L Carlin, R Dimitrov, A Ranjan, K Auzinger, G Checchia, P Dorigo, T Fanzago, F Ghosh, S Tauqeer, K Hensel, C Gasparini, U Giorgetti, S Kasieczka, G Carrigan, M Lourenço, C Mocellin, G Malakhov, A Lusiani, E Margoni, M Chistov, R Madhusudanan Sreekala, J Akpinar, A O‘cain, J Pearson, E Sahu, B Fouz, MC Vellidis, K Wang, L Meneguzzo, AT Waltenberger, W Ramirez, F Migliorini, M Kumar, M Mallampalli, A Pazzini, J Durkin, LS Da Molin, G Ronchese, P Malgeri, L Rossin, R Simonetto, F Baechler, J Salazar Ibarguen, HA Brommer, S Menezes De Oliveira, T Krasnikov, N Bossini, E Osterberg, K Wightman, A Tosi, M Kozyrev, A Parker, A Triossi, A Ventura, S Bendavid, J Gonzalez Lopez, O Zanetti, M Hill, C Anagnostou, G Toms, M Calzaferri, S Sarkar, T Mannelli, M Golf, F Goldstein, J Beirão Da Cruz E Silva, C Liu, Y Matthewman, M Joyce, M Mehta, A Paus, C Meijers, F Fiorina, D Ban, Y Mersi, S Kim, J Meschi, E Milosevic, V Stadie, H Müller, D Campos, D Lobanov, A Scribano, A Mcginnis, M Mora Herrera, C Radchenko, O Zisopoulos, I Monti, F Liko, D Litov, L Ngadiuba, J Moortgat, F Dilsiz, K Mulders, M Li, B Butz, E Watson, IJ Spitzbart, D Matthies, C Reissel, C Neutelings, I Bhat, PC Starodumov, A Miao, Y Eysermans, J Orfanelli, S Kodolova, O Lange, T Pantaleo, F Montagna, P Lee, D Iashvili, I Wilson, G Nunez Ornelas, M Petrucciani, G Moureaux, L Pfeiffer, A Pierini, M Qu, H Sikler, F Kiani, B Ogul, H Lee, S Boos, E Onengut, G Rabady, D Cousins, R Pavlov, B Skovpen, Y Roland, C Mrowietz, M Ribeiro Lopes, B Smith, WH Cali, IA Riti, F Wei, K Rovere, M Bakas, G Santoro, A Sakulin, H Brücken, E Lee, H Aldá Júnior, WL Salvatico, R Suarez, I Re, V Wenzl, DA Teague, D Paredes, S Sanchez Cruz, S Emediato, L Kachanov, V Scarfi, S Schwick, C Datta, A Seixas, J Selvaggi, M Winer, BL Reis, T Baty, A Granier de Cassagnac, R Godinovic, N Cosby, C Olaiya, E Sharma, A Chatzistavrou, T Petkov, P Shchelina, K Bruschini, D Mijuskovic, J Mohammadi, A Tsatsos, A Konstantinov, D Sánchez Hernández, A Brigljevic, V Silva, P Sphicas, P Lee, SW Darwish, MR León Holgado, J Stahl Leiton, AG Spagnolo, P Polikarpov, S Steen, A Jun, W Summers, S Spiegel, L Tsoi, HF Treille, D Roland, G Matorras, F Gokbulut, G Kumar, S Blumenfeld, B Laux Kuhn, T Tropea, P Swain, SK Baden, A Kovac, M Flores Avila, G Vetens, W Sahin, MÖ Walter, D Wanczyk, J Tenchini, R Petrov, A Trevisani, N Wang, J Wozniak, KA Moon, CS Monk, DG Saha, NR Milosevic, J Vaandering, EW Wuchterl, S Lu, C Portales, L Zehetner, P Zejdl, P Goy Lopez, S Lyons, L Karapostoli, G Zecchinelli, AG Tonelli, G Tomalin, IR Rothman, S Zeuner, WD Bevilacqua, T Aydilek, O Bastos, D Hauser, J Riccardi, C Schmitt, MH Caminada, L Ebrahimi, A Merrit, AH Erdmann, W Shumka, E Horisberger, R Slabospitskii, S Oh, YD Warden, A Turini, N Perez, CU Ingram, Q Shahzad, MA Saini, MK Ignatenko, M Nigamova, A Strologas, J Taliercio, A Barone, G Kousouris, K Kaestli, HC Singh, JB Klanner, R Stephans, GSF Noonan, D Kotlinski, D Lange, C Missiroli, M Lavezzo, L Onel, Y Lopez Ruiz, R Wolf, R Noehte, L Hawksworth, M Salvini, P Sommerhalder, M Afanasiev, S Rohe, T Samalan, A Aarrestad, TK Petrilli, A Keshri, S Bencze, G Hollar, J Ryu, MS Nissan, Y Yusuff, I Vai, I Backhaus, M Alexakhin, V Wang, Z Vaselli, F Rádl, AJ Uzunian, A Bonomelli, G Calandri, A Li, C Llorente Merino, J Cazzaniga, C Vitulo, P Datta, K De Bryas Dexmiers D‘archiac, P Alvarez Gonzalez, B Paasch, A Benelli, G De Cosa, A Dissertori, G Papakrivopoulos, I Yates, BR Velasco, M Venturi, A Mondragon Herrera, CA Heath, HF Dittmar, M Babaev, A van der Linden, J Donegà, M Sekmen, S Pena Rodriguez, KJ Bouchamaoui, H Wyslouch, B Laroze, D Eble, F Barney, D Galli, M Cutts, D Iqbal, MA Legger, F Johns, W Budkouski, D Burkett, K Coldham, K Gedia, K Verdini, PG Glessgen, F Grab, C Ajmal, S Murray, M Bubanja, I Siamarkou, E Härringer, N Harte, TG Das, P Lam, T Matveev, V Hits, D Lustermann, W Agarwal, G Mulhearn, M Yang, TJ Tae, B Bunichev, V Solano, A Falke, S Gouskos, L Lyon, A-M Thakur, S Lowette, S Snyder, C Borshch, V Ko, B Manzoni, RA Marchegiani, M Tsipolitis, G Maier, S Band, R Marchese, L Mascellani, A Quadfasel, T Nessi-Tedaldi, F Hakimi, A Martin Perez, C Krammer, N Brandao Malbouisson, H Pauss, F Dezoort, G Perovic, V Hadley, M Osite, D Golutvin, I Druzhkin, D Merkel, P Bucci, R Mondal, S Ascioti, ME Raciti, B Maselli, S Pigazzini, 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Ambrozas, M Senger, M Nunez Del Prado, A Hoorani, HR Ho, KW Shokr, E Rebello Teles, P Stäger, F Tramontano, R Varghese, S Wang, C Bak, G Adloff, C Bhowmik, D Kuo, CM Basile, C Harikrishnan, B Saltzberg, D Choi, J Goldouzian, R Link, M Frankenthal, A Lin, W Rout, PK Foudas, C Schindler, J Strobbe, N Bandyopadhyay, H Krohn, M Cuevas, J Rumerio, P Tiwari, PC Greenberg, B Kim, J Hu, Z Ceard, L Janssen, T Barroso Ferreira Filho, M Chen, KF Verma, S Schleper, P Chen, ZG Ciangottini, D Yang, Y Kalipoliti, L Gwak, P De Iorio, A Valuev, V Hou, W-S Hsu, TH Hogan, JM Kamtsikis, C Luongo, F Kao, YW Sharma, S Bermúdez Martínez, A Zuo, X Hacisahinoglu, B Bhardwaj, A Lelas, D Karmakar, S Czellar, S Pata, J Kole, G Li, YY Major, P Liang, Z Skinnari, L Lu, R-S Paganis, E Liu, G Han, S Kim, H Wu, HY Holmberg, M-L Clare, R You, Z Saumya, S Yan, F Hofman, DJ Hernandez, JM Biino, C Garcia, F Gary, JW Nguyen, M Hanson, G Li, Q Aportela, A Mills, C Yazgan, E Kharchilava, A Arora, A Fanò, L Branson, JG 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Dierlamm, A Rahatlou, S Yagil, A Vanden Bemden, M Nemes, F Barzdukas, A Brennan, L Jana, P Castaldi, R McCauley, T Moscatelli, F Butler, PH Campagnari, C Urda Gómez, L Penzo, A Schwarz, D Acharya, S Qian, SJ Bloom, K Savoy-Navarro, A Neogi, O Downham, K Rossi, A Kwon, H Grieco, C Hussain, MM Hos, I Schuh, T Schröder, M Rejeb Sfar, H Kwan, S Novak, T Droll, A Lassila-Perini, K Santocchia, A Incandela, J Kim, J Li, AJ Goncharov, M Gujju Gurunadha, R Masterson, P Vaish, KY Robertshaw, L Katsoulis, P Mei, H Mcgrady, C Wassmer, M Richman, J Kirpichnikov, D Elicabuk, U Santpur, SN Qin, X Lange, D Fontanesi, E Lee, H Oropeza Barrera, C Wezenbeek, L Hingrajiya, A Tkaczyk, S Sarica, U Moran, D Maietto Silverio, I Petkovic, A Polatoz, A Moore, C Faltermann, N Banerjee, S Schmitz, R Setti, F Smith, VJ Tsai, E Sheplock, J Moon, DH Stuart, D Williams, T Vámi, TÁ Wang, S Lehti, S Faccioli, P Sánchez Navas, S Kim, V Yan, X Bianco, M Volkov, P Shelake, M Loeliger, A Zhang, D Bhattacharya, S Agyel, D Ivanov, A Lee, J Williams, A Walkingshaw Pass, K Gritsan, AV Lasaosa García, C Sun, X De Palma, M Bornheim, A Cerri, O Adams, T Rovelli, C Musienko, Y Boran, F Lindén, T Latorre, A Mao, J Usai, E Marlow, D Makarenko, I Newman, HB Reales Gutiérrez, G Spiropulu, M Bansal, S Vlimant, JR Giffels, M Ball, AH Mans, J Wang, C Wieland, S Ojalvo, I Wulz, C-E Borca, C Khan, WA Nelson, H Santanastasio, F Hwang, K Myllymäki, M Young, P Lee, J Xie, S Bin Norjoharuddeen, N Bautista, I Ostrom, S Cunqueiro Mendez, L Wang, D Perelygin, V Zhu, RY Alison, J An, S Agapitos, A Marckx, D Da Costa, EM Erice, C Ryou, Y Spiga, D Bryant, P Dansana, S Dolek, F Covarelli, R Gottmann, A Cremonesi, M Dutta, V Natoli, J Ferguson, T Sidiropoulos Kontos, D Gómez Espinosa, TA Tedeschi, T Rinkevicius, A Oh, BH Harilal, A Soffi, L Vernazza, E Dumanoglu, I Strautnieks, NR Kallil Tharayil, A Hartmann, F Yang, H Bell, KW Soeiro, M Lee, H Beri, SB Liu, C Mudholkar, T Osherson, M Attikis, A Kaynak, B Murthy, S Eskut, E Palit, 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Issue Date: | 6-May-2025 |
Publisher: | Springer Nature |
Citation: | Hayrapetyan, A., Tumasyan, A. et al. for the benefit of the CMS Collaboration (2025) 'Reweighting simulated events using machine-learning techniques in the CMS experiment', The European Physical Journal C, 85 (5), 495, pp. 1 - . doi: 10.1140/epjc/s10052-025-14097-x. |
Abstract: | Data analyses in particle physics rely on an accurate simulation of particle collisions and a detailed simulation of detector effects to extract physics knowledge from the recorded data. Event generators together with a geant-based simulation of the detectors are used to produce large samples of simulated events for analysis by the LHC experiments. These simulations come at a high computational cost, where the detector simulation and reconstruction algorithms have the largest CPU demands. This article describes how machine-learning (ML) techniques are used to reweight simulated samples obtained with a given set of parameters to samples with different parameters or samples obtained from entirely different simulation programs. The ML reweighting method avoids the need for simulating the detector response multiple times by incorporating the relevant information in a single sample through event weights. Results are presented for reweighting to model variations and higher-order calculations in simulated top quark pair production at the LHC. This ML-based reweighting is an important element of the future computing model of the CMS experiment and will facilitate precision measurements at the High-Luminosity LHC. |
Description: | Data Availability Statement:
The manuscript has no associated data CERN for the benefit of the CMS Collaboration. [Author’s comment: Release and preservation of data used by the CMS Collaboration as the basis for publications is guided by the CMS data preservation, re-use and open access policy.] Code Availability Statement:
The manuscript has associated code/software in a data repository. [Author’s comment: The CMS core software is publicly available on GitHub (https://github.com/cms-sw/cmssw) policy (https://doi.org/10.7483/OPENDATA.CMS.1BNU.8V1W)]. |
URI: | https://bura.brunel.ac.uk/handle/2438/31715 |
DOI: | https://doi.org/10.1140/epjc/s10052-025-14097-x |
ISSN: | 1434-6044 |
Other Identifiers: | ORCiD: A. Tumasyan https://orcid.org/0009-0000-0684-6742 ORCiD: Joanne E. Cole https://orcid.org/0000-0001-5638-7599 ORCiD: Akram Khan https://orcid.org/0000-0002-4597-4402 ORCiD: Pauk Kyberd https://orcid.org/0000-0002-7353-7090 ORCiD: Ivan D. Reid https://orcid.org/0000-0002-9235-779X Article number: 495 |
Appears in Collections: | Dept of Electronic and Electrical Engineering Research Papers
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