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Slabospitskii, S, Uzunian, A, Babaev, A, Borshch, V, and Druzhkin, D. "Reweighting simulated events using machine-learning techniques in the CMS experiment". The European Physical Journal C 85 (5). Country unknown/Code not available: Springer. https://doi.org/10.1140/epjc/s10052-025-14097-x. https://par.nsf.gov/biblio/10636136.

@article{osti_10636136,
place = {Country unknown/Code not available}, title = {Reweighting simulated events using machine-learning techniques in the CMS experiment}, url = {https://par.nsf.gov/biblio/10636136}, DOI = {10.1140/epjc/s10052-025-14097-x}, abstractNote = {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 ageant-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.}, journal = {The European Physical Journal C}, volume = {85}, number = {5}, publisher = {Springer}, author = {Hayrapetyan, A and Tumasyan, A and Adam, W and Andrejkovic, J W and Benato, L and Bergauer, T and Chatterjee, S and Damanakis, K and Dragicevic, M and Hussain, P S and Jeitler, M and Krammer, N and Li, A and Liko, D and Mikulec, I and Schieck, J and Schöfbeck, R and Schwarz, D and Sonawane, M and Waltenberger, W and Wulz, C-E and Janssen, T and Van_Laer, T and Van_Mechelen, P and Breugelmans, N and D’Hondt, J and Dansana, S and De_Moor, A and Delcourt, M and Heyen, F and Lowette, S and Makarenko, I and Müller, D and Tavernier, S and Tytgat, M and Van_Onsem, G P and Van_Putte, S and Vannerom, D and Bilin, B and Clerbaux, B and Das, A K and De_Bruyn, I and De_Lentdecker, G and Evard, H and Favart, L and Gianneios, P and Jaramillo, J and Khalilzadeh, A and Khan, F A and Lee, K and Malara, A and Paredes, S and Shahzad, M A and Thomas, L and Vanden_Bemden, M and Vander_Velde, C and Vanlaer, P and De_Coen, M and Dobur, D and Gokbulut, G and Hong, Y and Knolle, J and Lambrecht, L and Marckx, D and Mota_Amarilo, K and Skovpen, K and Van_Den_Bossche, N and van_der_Linden, J and Wezenbeek, L and Benecke, A and Bethani, A and Bruno, G and Caputo, C and De_Favereau_De_Jeneret, J and Delaere, C and Donertas, I S and Giammanco, A and Guzel, A O and Jain, Sa and Lemaitre, V and Lidrych, J and Mastrapasqua, P and Tran, T T and Turkcapar, S and Alves, G A and Coelho, E and Correia_Silva, G and Hensel, C and Menezes_De_Oliveira, T and Mora_Herrera, C and Rebello_Teles, P and Soeiro, M and Tonelli_Manganote, E J and Vilela_Pereira, A and Aldá_Júnior, W L and Barroso_Ferreira_Filho, M and Brandao_Malbouisson, H and Carvalho, W and Chinellato, J and Da_Costa, E M and Da_Silveira, G G and De_Jesus_Damiao, D and Fonseca_De_Souza, S and Gomes_De_Souza, R and Laux_Kuhn, T and Macedo, M and Martins, J and Mundim, L and Nogima, H and Pinheiro, J P and Santoro, A and Sznajder, A and Thiel, M and Bernardes, C A and Calligaris, L and Fernandez_Perez_Tomei, T R and Gregores, E M and Maietto_Silverio, I and Mercadante, P G and Novaes, S F and Orzari, B and Padula, Sandra S and Aleksandrov, A and Antchev, G and Hadjiiska, R and Iaydjiev, P and Misheva, M and Shopova, M and Sultanov, G and Dimitrov, A and Litov, L and Pavlov, B and Petkov, P and Petrov, A and Shumka, E and Keshri, S and Laroze, D and Thakur, S and Cheng, T and Javaid, T and Yuan, L and Hu, Z and Liang, Z and Liu, J and Chen, G M and Chen, H S and Chen, M and Iemmi, F and Jiang, C H and Kapoor, A and Liao, H and Liu, Z-A and Sharma, R and Song, J N and Tao, J and Wang, C and Wang, J and Wang, Z and Zhang, H and Zhao, J and Agapitos, A and Ban, Y and Deng, S and Guo, B and Jiang, C and Levin, A and Li, C and Li, Q and Mao, Y and Qian, S and Qian, S J and Qin, X and Sun, X and Wang, D and Yang, H and Zhang, L and Zhao, Y and Zhou, C and Yang, S and You, Z and Jaffel, K and Lu, N and Bauer, G and Li, B and Yi, K and Zhang, J and Li, Y and Lin, Z and Lu, C and Xiao, M and Avila, C and Barbosa_Trujillo, D A and Cabrera, A and Florez, C and Fraga, J and Reyes_Vega, J A and Ramirez, F and Rendón, C and Rodriguez, M and Ruales_Barbosa, A A and Ruiz_Alvarez, J D and Giljanovic, D and Godinovic, N and Lelas, D and Sculac, A and Kovac, M and Petkovic, A and Sculac, T and Bargassa, P and Brigljevic, V and Chitroda, B K and Ferencek, D and Jakovcic, K and Starodumov, A and Susa, T and Attikis, A and Christoforou, K and Hadjiagapiou, A and Leonidou, C and Mousa, J and Nicolaou, C and Paizanos, L and Ptochos, F and Razis, P A and Rykaczewski, H and Saka, H and Stepennov, A and Finger, M and Finger, M and Kveton, A and Ayala, E and Carrera_Jarrin, E and El-mahdy, B and Khalil, S and Salama, E and Abdullah_Al-Mashad, M and Mahmoud, M A and Ehataht, K and Kadastik, M and Lange, T and Nandan, S and Nielsen, C and Pata, J and Raidal, M and Tani, L and Veelken, C and Kirschenmann, H and Osterberg, K and Voutilainen, M and Bharthuar, S and Bin_Norjoharuddeen, N and Brücken, E and Garcia, F and Inkaew, P and Kallonen, K_T S and Lampén, T and Lassila-Perini, K and Lehti, S and Lindén, T and Myllymäki, M and Rantanen, M M and Siikonen, H and Tuominiemi, J and Luukka, P and Petrow, H and Besancon, M and Couderc, F and Dejardin, M and Denegri, D and Faure, J L and Ferri, F and Ganjour, S and Gras, P and Hamel_de_Monchenault, G and Kumar, M and Lohezic, V and Malcles, J and Orlandi, F and Portales, L and Rosowsky, A and Sahin, M Ö and Savoy-Navarro, A and Simkina, P and Titov, M and Tornago, M and Beaudette, F and Boldrini, G and Busson, P and Cappati, A and Charlot, C and Chiusi, M and Cuisset, T D and Damas, F and Davignon, O and De_Wit, A and Ehle, I T and Fontana_Santos_Alves, B A and Ghosh, S and Gilbert, A and Granier_de_Cassagnac, R and Hakimi, A and Harikrishnan, B and Kalipoliti, L and Liu, G and Nguyen, M and Ochando, C and Salerno, R and Sauvan, J B and Sirois, Y and Urda_Gómez, L and Vernazza, E and Zabi, A and Zghiche, A and Agram, J-L and Andrea, J and Apparu, D and Bloch, D and Brom, J-M and Chabert, E C and Collard, C and Falke, S and Goerlach, U and Haeberle, R and Le_Bihan, A-C and Meena, M and Poncet, O and Saha, G and Sessini, M A and Van_Hove, P and Vaucelle, P and Di_Florio, A and Amram, D and Beauceron, S and Blancon, B and Boudoul, G and Chanon, N and Contardo, D and Depasse, P and Dozen, C and El_Mamouni, H and Fay, J and Gascon, S and Gouzevitch, M and Greenberg, C and Grenier, G and Ille, B and Jourd‘huy, E and Laktineh, I B and Lethuillier, M and Mirabito, L and Perries, S and Purohit, A and Vander_Donckt, M and Verdier, P and Xiao, J and Khvedelidze, A and Lomidze, I and Tsamalaidze, Z and Botta, V and Consuegra_Rodríguez, S and Feld, L and Klein, K and Lipinski, M and Meuser, D and Pauls, A and Pérez_Adán, D and Röwert, N and Teroerde, M and Diekmann, S and Dodonova, A and Eich, N and Eliseev, D and Engelke, F and Erdmann, J and Erdmann, M and Fackeldey, P and Fischer, B and Hebbeker, T and Hoepfner, K and Ivone, F and Jung, A and Lee, M Y and Mausolf, F and Merschmeyer, M and Meyer, A and Mukherjee, S and Noll, D and Nowotny, F and Pozdnyakov, A and Rath, Y and Redjeb, W and Rehm, F and Reithler, H and Sarkisovi, V and Schmidt, A and Seth, C and Sharma, A and Spah, J L and Stein, A and Torres_Da_Silva_De_Araujo, F and Wiedenbeck, S and Zaleski, S and Dziwok, C and Flügge, G and Kress, T and Nowack, A and Pooth, O and Stahl, A and Ziemons, T and Zotz, A and Aarup_Petersen, H and Aldaya_Martin, M and Alimena, J and Amoroso, S and An, Y and Bach, J and Baxter, S and Bayatmakou, M and Becerril_Gonzalez, H and Behnke, O and Belvedere, A and Blekman, F and Borras, K and Campbell, A and Cardini, A and Cheng, C and Colombina, F 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