Machine learning and LHC event generation
Anja Butter, Tilman Plehn, Steffen Schumann, Simon Badger, Sascha Caron, Kyle Cranmer, Francesco Armando Di Bello, Etienne Dreyer, Stefano Forte, Sanmay Ganguly, Dorival Gonçalves, Eilam Gross, Theo Heimel, Gudrun Heinrich, Lukas Heinrich, Alexander Held, Stefan Höche, Jessica N. Howard, Philip Ilten, Joshua Isaacson, Timo Janßen, Stephen Jones, Marumi Kado, Michael Kagan, Gregor Kasieczka, Felix Kling, Sabine Kraml, Claudius Krause, Frank Krauss, Kevin Kröninger, Rahool Kumar Barman, Michel Luchmann, Vitaly Magerya, Daniel Maitre, Bogdan Malaescu, Fabio Maltoni, Till Martini, Olivier Mattelaer, Benjamin Nachman, Sebastian Pitz, Juan Rojo, Matthew Schwartz, David Shih, Frank Siegert, Roy Stegeman, Bob Stienen, Jesse Thaler, Rob Verheyen, Daniel Whiteson, Ramon Winterhalder, Jure Zupan
SciPost Phys. 14, 079 (2023) · published 21 April 2023
- doi: 10.21468/SciPostPhys.14.4.079
- Submissions/Reports
Abstract
First-principle simulations are at the heart of the high-energy physics research program. They link the vast data output of multi-purpose detectors with fundamental theory predictions and interpretation. This review illustrates a wide range of applications of modern machine learning to event generation and simulation-based inference, including conceptional developments driven by the specific requirements of particle physics. New ideas and tools developed at the interface of particle physics and machine learning will improve the speed and precision of forward simulations, handle the complexity of collision data, and enhance inference as an inverse simulation problem.
Cited by 39
Authors / Affiliations: mappings to Contributors and Organizations
See all Organizations.- 1 2 Anja Butter,
- 2 Tilman Plehn,
- 3 Steffen Schumann,
- 4 Simon Badger,
- 5 6 Sascha Caron,
- 7 Kyle Cranmer,
- 8 Francesco Armando Di Bello,
- 9 Etienne Dreyer,
- 10 Stefano Forte,
- 11 Sanmay Ganguly,
- 12 Dorival Gonçalves,
- 9 Eilam Gross,
- 2 Theo Heimel,
- 13 Gudrun Heinrich,
- 14 Lukas Heinrich,
- 7 Alexander Held,
- 15 Stefan Höche,
- 16 Jessica N. Howard,
- 17 Philip Ilten,
- 15 Joshua Isaacson,
- 3 Timo Janßen,
- 18 Stephen Jones,
- 8 19 Marumi Kado,
- 20 Michael Kagan,
- 21 Gregor Kasieczka,
- 22 Felix Kling,
- 23 Sabine Kraml,
- 24 Claudius Krause,
- 18 Frank Krauss,
- 25 Kevin Kröninger,
- 12 Rahool Kumar Barman,
- 2 Michel Luchmann,
- 13 Vitaly Magerya,
- 18 Daniel Maître,
- 1 Bogdan Malaescu,
- 26 27 Fabio Maltoni,
- 28 Till Martini,
- 26 Olivier Mattelaer,
- 29 30 Benjamin Nachman,
- 2 Sebastian Pitz,
- 6 31 Juan Rojo,
- 32 Matthew Schwartz,
- 23 David Shih,
- 33 Frank Siegert,
- 10 Roy Stegeman,
- 5 Bob Stienen,
- 34 Jesse Thaler,
- 35 Rob Verheyen,
- 16 Daniel Whiteson,
- 26 Ramon Winterhalder,
- 17 Jure Zupan
- 1 Sorbonne Université / Sorbonne University
- 2 Heidelberger Institut für Theoretische Studien / Heidelberg Institute for Theoretical Studies [HITS]
- 3 Georg-August-Universität Göttingen / University of Göttingen [GAU]
- 4 Università degli Studi di Torino / University of Turin [UNITO]
- 5 Radboud Universiteit Nijmegen / Radboud University Nijmegen [RUN]
- 6 Nationaal instituut voor Subatomaire Fysica / National Institute for Subatomic Physics [NIKHEF]
- 7 New York University [NYU]
- 8 Sapienza – Università di Roma / Sapienza University of Rome
- 9 Weizmann Institute of Science
- 10 Università degli Studi di Milano / University of Milan [UNIMI]
- 11 東京大学 / University of Tokyo [UT]
- 12 Oklahoma State University [OSU]
- 13 Karlsruher Institut für Technologie / Karlsruhe Institute of Technology [KIT]
- 14 Technische Universität München / Technical University of Munich [TUM]
- 15 Fermi National Accelerator Laboratory [Fermilab]
- 16 University of California, Irvine [UCI]
- 17 University of Cincinnati [UC]
- 18 Durham University
- 19 Université Paris-Saclay / University of Paris-Saclay
- 20 SLAC National Accelerator Laboratory [SLAC]
- 21 Universität Hamburg / University of Hamburg [UH]
- 22 Deutsches Elektronen-Synchrotron / Deutsche Elektronen-Synchrotron DESY [DESY]
- 23 Centre National de la Recherche Scientifique / French National Centre for Scientific Research [CNRS]
- 24 Rutgers University [RU]
- 25 Technische Universität Dortmund / TU Dortmund University [TU Dortmund]
- 26 Université catholique de Louvain [UCL]
- 27 Università di Bologna / University of Bologna [UNIBO]
- 28 Humboldt-Universität zu Berlin / Humboldt University of Berlin [HU]
- 29 Lawrence Berkeley National Laboratory [LBNL]
- 30 University of California, Berkeley [UCBL]
- 31 Vrije Universiteit Amsterdam / VU University Amsterdam [VU]
- 32 Harvard University
- 33 Technische Universität Dresden / Dresden University of Technology [TUD]
- 34 Massachusetts Institute of Technology [MIT]
- 35 University College London [UCL]
- Agence Nationale de la Recherche [ANR]
- Bundesministerium für Bildung und Forschung / Federal Ministry of Education and Research [BMBF]
- Deutsche Forschungsgemeinschaft / German Research FoundationDeutsche Forschungsgemeinschaft [DFG]
- European Research Council [ERC]
- Fonds De La Recherche Scientifique - FNRS (FNRS) (through Organization: Fonds National de la Recherche Scientifique [FNRS])
- Institut National de Physique Nucléaire et de Physique des Particules [IN2P3]
- National Science Foundation [NSF]
- United States Department of Energy [DOE]