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| 001 | 643502 | ||
| 005 | 20260127095707.0 | ||
| 024 | 7 | _ | |a 10.1088/1361-6633/ae1304 |2 doi |
| 024 | 7 | _ | |a Krause:2024avx |2 INSPIRETeX |
| 024 | 7 | _ | |a inspire:2843542 |2 inspire |
| 024 | 7 | _ | |a 0034-4885 |2 ISSN |
| 024 | 7 | _ | |a 1361-6633 |2 ISSN |
| 024 | 7 | _ | |a arXiv:2410.21611 |2 arXiv |
| 024 | 7 | _ | |a 10.3204/PUBDB-2026-00249 |2 datacite_doi |
| 037 | _ | _ | |a PUBDB-2026-00249 |
| 041 | _ | _ | |a English |
| 082 | _ | _ | |a 530 |
| 088 | _ | _ | |a arXiv:2410.21611 |2 arXiv |
| 088 | _ | _ | |a HEPHY-ML-24-05 |2 Other |
| 088 | _ | _ | |a FERMILAB-PUB-24-0728-CMS |2 CMS |
| 088 | _ | _ | |a TTK-24-43 |2 Other |
| 100 | 1 | _ | |a Krause, Claudius |0 P:(DE-H253)PIP1011930 |b 0 |e Corresponding author |
| 245 | _ | _ | |a CaloChallenge 2022: a community challenge for fast calorimeter simulation |
| 260 | _ | _ | |a Bristol |c 2025 |b IOP Publ. |
| 336 | 7 | _ | |a article |2 DRIVER |
| 336 | 7 | _ | |a Output Types/Journal article |2 DataCite |
| 336 | 7 | _ | |a Journal Article |b journal |m journal |0 PUB:(DE-HGF)16 |s 1769416653_2701572 |2 PUB:(DE-HGF) |
| 336 | 7 | _ | |a ARTICLE |2 BibTeX |
| 336 | 7 | _ | |a JOURNAL_ARTICLE |2 ORCID |
| 336 | 7 | _ | |a Journal Article |0 0 |2 EndNote |
| 500 | _ | _ | |a cc-by-nc-nd, 204 pages, 100+ figures, 30+ tables; v2: matches published version |
| 520 | _ | _ | |a We present the results of the ‘Fast Calorimeter Simulation Challenge 2022’—the CaloChallenge. We study state-of-the-art generative models on four calorimeter shower datasets of increasing dimensionality, ranging from a few hundred voxels to a few tens of thousand voxels. The 31 individual submissions span a wide range of current popular generative architectures, including variational autoencoders (VAEs), generative adversarial networks (GANs), normalizing flows, diffusion models, and models based on conditional flow matching. We compare all submissions in terms of quality of generated calorimeter showers, as well as shower generation time and model size. To assess the quality we use a broad range of different metrics including differences in one-dimensional histograms of observables, KPD/FPD scores, AUCs of binary classifiers, and the log-posterior of a multiclass classifier. The results of the CaloChallenge provide the most complete and comprehensive survey of cutting-edge approaches to calorimeter fast simulation to date. In addition, our work provides a uniquely detailed perspective on the important problem of how to evaluate generative models. As such, the results presented here should be applicable for other domains that use generative AI and require fast and faithful generation of samples in a large phase space.Report Numbers: HEPHY-ML-24-05, FERMILAB-PUB-24-0728-CMS, TTK-24-43. |
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| 536 | _ | _ | |a DFG project G:(GEPRIS)396021762 - TRR 257: Phänomenologische Elementarteilchenphysik nach der Higgs-Entdeckung (396021762) |0 G:(GEPRIS)396021762 |c 396021762 |x 1 |
| 536 | _ | _ | |a DFG project G:(GEPRIS)390833306 - EXC 2121: Das Quantisierte Universum II (390833306) |0 G:(GEPRIS)390833306 |c 390833306 |x 2 |
| 588 | _ | _ | |a Dataset connected to CrossRef, INSPIRE, Journals: bib-pubdb1.desy.de |
| 650 | _ | 7 | |a CaloChallenge 2022 |2 autogen |
| 650 | _ | 7 | |a calorimeter |2 autogen |
| 650 | _ | 7 | |a simulation |2 autogen |
| 650 | _ | 7 | |a generative AI |2 autogen |
| 650 | _ | 7 | |a machine learning |2 autogen |
| 693 | _ | _ | |0 EXP:(DE-MLZ)NOSPEC-20140101 |5 EXP:(DE-MLZ)NOSPEC-20140101 |e No specific instrument |x 0 |
| 700 | 1 | _ | |a Faucci Giannelli, Michele |0 0000-0003-3731-820X |b 1 |
| 700 | 1 | _ | |a Kasieczka, Gregor |0 P:(DE-H253)PIP1081743 |b 2 |
| 700 | 1 | _ | |a Nachman, Benjamin |0 P:(DE-H253)PIP1095640 |b 3 |
| 700 | 1 | _ | |a Salamani, Dalila |0 0000-0002-8780-5885 |b 4 |
| 700 | 1 | _ | |a Shih, David |0 0000-0003-3408-3871 |b 5 |
| 700 | 1 | _ | |a Zaborowska, Anna |0 0000-0001-6210-1921 |b 6 |
| 700 | 1 | _ | |a Amram, Oz |0 0000-0002-3765-3123 |b 7 |
| 700 | 1 | _ | |a Borras, Kerstin |0 P:(DE-H253)PIP1002900 |b 8 |
| 700 | 1 | _ | |a Buckley, Matthew R. |0 0000-0003-1109-3460 |b 9 |
| 700 | 1 | _ | |a Buhmann, Erik |b 10 |
| 700 | 1 | _ | |a Buss, Thorsten |b 11 |
| 700 | 1 | _ | |a Da Costa Cardoso, Renato Paulo |b 12 |
| 700 | 1 | _ | |a Caterini, Anthony L. |0 0000-0002-0758-9562 |b 13 |
| 700 | 1 | _ | |a Chernyavskaya, Nadezda |0 0000-0002-2264-2229 |b 14 |
| 700 | 1 | _ | |a Corchia, Federico A. G. |0 0000-0002-1788-3204 |b 15 |
| 700 | 1 | _ | |a Cresswell, Jesse C. |0 0000-0002-9284-8804 |b 16 |
| 700 | 1 | _ | |a Diefenbacher, Sascha |b 17 |
| 700 | 1 | _ | |a Dreyer, Etienne |b 18 |
| 700 | 1 | _ | |a Ekambaram, Vijay |b 19 |
| 700 | 1 | _ | |a Eren, Engin |0 P:(DE-H253)PIP1020256 |b 20 |u desy |
| 700 | 1 | _ | |a Ernst, Florian |0 0009-0008-9363-6345 |b 21 |
| 700 | 1 | _ | |a Favaro, Luigi |0 0000-0003-2421-7100 |b 22 |
| 700 | 1 | _ | |a Franchini, Matteo |0 0000-0002-4554-252X |b 23 |
| 700 | 1 | _ | |a Gaede, Frank |0 P:(DE-H253)PIP1002530 |b 24 |
| 700 | 1 | _ | |a Gross, Eilam |0 0000-0003-1244-9350 |b 25 |
| 700 | 1 | _ | |a Hsu, Shih-Chieh |0 0000-0001-6214-8500 |b 26 |
| 700 | 1 | _ | |a Jaruskova, Kristina |b 27 |
| 700 | 1 | _ | |a Käch, Benno |0 P:(DE-H253)PIP1098617 |b 28 |
| 700 | 1 | _ | |a Kalagnanam, Jayant |b 29 |
| 700 | 1 | _ | |a Kansal, Raghav |0 0000-0003-2445-1060 |b 30 |
| 700 | 1 | _ | |a Kim, Taewoo |b 31 |
| 700 | 1 | _ | |a Kobylianskii, Dmitrii |0 0009-0002-0070-5900 |b 32 |
| 700 | 1 | _ | |a Korol, Anatolii |b 33 |
| 700 | 1 | _ | |a Korcari, William |0 P:(DE-H253)PIP1094581 |b 34 |
| 700 | 1 | _ | |a Krücker, Dirk |0 P:(DE-H253)PIP1005319 |b 35 |
| 700 | 1 | _ | |a Krüger, Katja |0 P:(DE-H253)PIP1000475 |b 36 |u desy |
| 700 | 1 | _ | |a Letizia, Marco |0 0000-0001-9641-4352 |b 37 |
| 700 | 1 | _ | |a Li, Shu |0 P:(DE-H253)PIP1092477 |b 38 |
| 700 | 1 | _ | |a Liu, Qibin |b 39 |
| 700 | 1 | _ | |a Liu, Xiulong |0 0000-0001-8697-1489 |b 40 |
| 700 | 1 | _ | |a Loaiza-Ganem, Gabriel |0 0009-0005-6767-2148 |b 41 |
| 700 | 1 | _ | |a Madula, Thandikire |0 0000-0001-7689-8628 |b 42 |
| 700 | 1 | _ | |a McKeown, Peter |b 43 |
| 700 | 1 | _ | |a Melzer-Pellmann, Isabell |0 P:(DE-H253)PIP1001954 |b 44 |u desy |
| 700 | 1 | _ | |a Mikuni, Vinicius |0 P:(DE-H253)PIP1088204 |b 45 |
| 700 | 1 | _ | |a Nguyen, Nam |b 46 |
| 700 | 1 | _ | |a Ore, Ayodele |0 0000-0001-6925-3565 |b 47 |
| 700 | 1 | _ | |a Palacios Schweitzer, Sofia |b 48 |
| 700 | 1 | _ | |a Pang, Ian |0 0000-0002-8225-7269 |b 49 |
| 700 | 1 | _ | |a Pedro, Kevin |0 0000-0003-2260-9151 |b 50 |
| 700 | 1 | _ | |a Plehn, Tilman |b 51 |
| 700 | 1 | _ | |a Pokorski, Witold |0 0009-0007-9910-414X |b 52 |
| 700 | 1 | _ | |a Qu, Huilin |0 0000-0002-0250-8655 |b 53 |
| 700 | 1 | _ | |a Raikwar, Piyush |b 54 |
| 700 | 1 | _ | |a Raine, John A. |0 0000-0002-5987-4648 |b 55 |
| 700 | 1 | _ | |a Reyes-Gonzalez, Humberto |0 0000-0003-3283-5208 |b 56 |
| 700 | 1 | _ | |a Rinaldi, Lorenzo |0 0000-0001-9608-9940 |b 57 |
| 700 | 1 | _ | |a Ross, Brendan Leigh |0 0000-0003-0670-2225 |b 58 |
| 700 | 1 | _ | |a Scham, Moritz |0 P:(DE-H253)PIP1088880 |b 59 |u desy |
| 700 | 1 | _ | |a Schnake, Simon Patrik |0 P:(DE-H253)PIP1026342 |b 60 |u desy |
| 700 | 1 | _ | |a Shimmin, Chase |0 0000-0002-2228-2251 |b 61 |
| 700 | 1 | _ | |a Shlizerman, Eli |0 0000-0002-3136-4531 |b 62 |
| 700 | 1 | _ | |a Soybelman, Nathalie |0 0000-0003-0209-0858 |b 63 |
| 700 | 1 | _ | |a Srivatsa, Mudhakar |b 64 |
| 700 | 1 | _ | |a Tsolaki, Kalliopi |0 0000-0002-3192-4260 |b 65 |
| 700 | 1 | _ | |a Vallecorsa, Sofia |0 0000-0002-7003-5765 |b 66 |
| 700 | 1 | _ | |a Yeo, Kyongmin |0 0000-0002-9698-5101 |b 67 |
| 700 | 1 | _ | |a Zhang, Rui |b 68 |
| 773 | _ | _ | |a 10.1088/1361-6633/ae1304 |g Vol. 88, no. 11, p. 116201 - |0 PERI:(DE-600)1361309-1 |n 11 |p 116201 |t Reports on progress in physics |v 88 |y 2025 |x 0034-4885 |
| 787 | 0 | _ | |a Krause, Claudius et.al. |d 2024 |i IsParent |0 PUBDB-2025-01144 |r arXiv:2410.21611 ; HEPHY-ML-24-05 ; FERMILAB-PUB-24-0728-CMS ; TTK-24-43 |t CaloChallenge 2022: A Community Challenge for Fast Calorimeter Simulation |
| 856 | 4 | _ | |u https://iopscience.iop.org/article/10.1088/1361-6633/ae1304 |
| 856 | 4 | _ | |u https://bib-pubdb1.desy.de/record/643502/files/2410.21611v2.pdf |y Published on 2025-10-14. Available in OpenAccess from 2026-10-14. |
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