Cover Image

Machine learning and LHC event generation

Show other versions (1)

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 generat...

Full description

Saved in:
Bibliographic Details
Main Authors: Butter, Anja (Author) , Plehn, Tilman (Author) , Schumann, Steffen (Author) , Badger, Simon (Author) , Caron, Sascha (Author) , Cranmer, Kyle (Author) , Di Bello, Francesco Armando (Author) , Dreyer, Etienne (Author) , Forte, Stefano (Author) , Ganguly, Sanmay (Author) , Gonçalves, Dorival (Author) , Gross, Eilam (Author) , Heimel, Theo (Author) , Heinrich, Gudrun (Author) , Heinrich, Lukas (Author) , Held, Alexander (Author) , Höche, Stefan (Author) , Howard, Jessica N. (Author) , Ilten, Philip (Author) , Isaacson, Joshua (Author) , Janßen, Timo (Author) , Jones, Stephen (Author) , Kado, Marumi (Author) , Kagan, Michael (Author) , Kasieczka, Gregor (Author) , Kling, Felix (Author) , Kraml, Sabine (Author) , Krause, Claudius (Author) , Krauss, Frank (Author) , Kröninger, Kevin (Author) , Barman, Rahool Kumar (Author) , Luchmann, Michel (Author) , Magerya, Vitaly (Author) , Maitre, Daniel (Author) , Malaescu, Bogdan (Author) , Maltoni, Fabio (Author) , Martini, Till (Author) , Mattelaer, Olivier (Author) , Nachman, Benjamin (Author) , Pitz, Sebastian (Author) , Rojo, Juan (Author) , Schwartz, Matthew (Author) , Shih, David (Author) , Siegert, Frank (Author) , Stegeman, Roy (Author) , Stienen, Bob (Author) , Thaler, Jesse (Author) , Verheyen, Rob (Author) , Whiteson, Daniel (Author) , Winterhalder, Ramon (Author) , Zupan, Jure (Author)
Format: Article (Journal) Chapter/Article
Language:English
Published: 14 Mar 2022
In: Arxiv
Year: 2022, Pages: 1-34
DOI:10.48550/arXiv.2203.07460
Online Access:Verlag, lizenzpflichtig, Volltext: https://doi.org/10.48550/arXiv.2203.07460
Verlag, lizenzpflichtig, Volltext: http://arxiv.org/abs/2203.07460
Get full text
Author Notes:Anja Butter, Tilman Plehn, Steffen Schumann (Editors), 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, and Jure Zupan

MARC

LEADER 00000caa a2200000 c 4500
001 1808508858
003 DE-627
005 20230209090740.0
007 cr uuu---uuuuu
008 220629s2022 xx |||||o 00| ||eng c
024 7 |a 10.48550/arXiv.2203.07460  |2 doi 
035 |a (DE-627)1808508858 
035 |a (DE-599)KXP1808508858 
035 |a (OCoLC)1341461851 
040 |a DE-627  |b ger  |c DE-627  |e rda 
041 |a eng 
084 |a 29  |2 sdnb 
100 1 |a Butter, Anja  |d 1990-  |e VerfasserIn  |0 (DE-588)1072198967  |0 (DE-627)827023944  |0 (DE-576)43315067X  |4 aut 
245 1 0 |a Machine learning and LHC event generation  |c Anja Butter, Tilman Plehn, Steffen Schumann (Editors), 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, and Jure Zupan 
264 1 |c 14 Mar 2022 
300 |a 34 
336 |a Text  |b txt  |2 rdacontent 
337 |a Computermedien  |b c  |2 rdamedia 
338 |a Online-Ressource  |b cr  |2 rdacarrier 
500 |a Gesehen am 15.09.2022 
520 |a 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. 
650 4 |a High Energy Physics - Experiment 
650 4 |a High Energy Physics - Phenomenology 
700 1 |a Plehn, Tilman  |d 1969-  |e VerfasserIn  |0 (DE-588)1021935573  |0 (DE-627)715839535  |0 (DE-576)363449809  |4 aut 
700 1 |a Schumann, Steffen  |e VerfasserIn  |4 aut 
700 1 |a Badger, Simon  |e VerfasserIn  |4 aut 
700 1 |a Caron, Sascha  |e VerfasserIn  |4 aut 
700 1 |a Cranmer, Kyle  |e VerfasserIn  |4 aut 
700 1 |a Di Bello, Francesco Armando  |e VerfasserIn  |4 aut 
700 1 |a Dreyer, Etienne  |e VerfasserIn  |4 aut 
700 1 |a Forte, Stefano  |e VerfasserIn  |4 aut 
700 1 |a Ganguly, Sanmay  |e VerfasserIn  |4 aut 
700 1 |a Gonçalves, Dorival  |e VerfasserIn  |4 aut 
700 1 |a Gross, Eilam  |e VerfasserIn  |4 aut 
700 1 |a Heimel, Theo  |d 1996-  |e VerfasserIn  |0 (DE-588)1217495584  |0 (DE-627)1730495281  |4 aut 
700 1 |a Heinrich, Gudrun  |e VerfasserIn  |4 aut 
700 1 |a Heinrich, Lukas  |e VerfasserIn  |4 aut 
700 1 |a Held, Alexander  |e VerfasserIn  |4 aut 
700 1 |a Höche, Stefan  |e VerfasserIn  |4 aut 
700 1 |a Howard, Jessica N.  |e VerfasserIn  |4 aut 
700 1 |a Ilten, Philip  |e VerfasserIn  |4 aut 
700 1 |a Isaacson, Joshua  |e VerfasserIn  |4 aut 
700 1 |a Janßen, Timo  |e VerfasserIn  |4 aut 
700 1 |a Jones, Stephen  |e VerfasserIn  |4 aut 
700 1 |a Kado, Marumi  |e VerfasserIn  |4 aut 
700 1 |a Kagan, Michael  |e VerfasserIn  |4 aut 
700 1 |a Kasieczka, Gregor  |e VerfasserIn  |4 aut 
700 1 |a Kling, Felix  |e VerfasserIn  |4 aut 
700 1 |a Kraml, Sabine  |e VerfasserIn  |4 aut 
700 1 |a Krause, Claudius  |e VerfasserIn  |0 (DE-588)1114848948  |0 (DE-627)869248847  |0 (DE-576)477537456  |4 aut 
700 1 |a Krauss, Frank  |e VerfasserIn  |4 aut 
700 1 |a Kröninger, Kevin  |e VerfasserIn  |4 aut 
700 1 |a Barman, Rahool Kumar  |e VerfasserIn  |4 aut 
700 1 |a Luchmann, Michel  |d 1994-  |e VerfasserIn  |0 (DE-588)1205492771  |0 (DE-627)1691156868  |4 aut 
700 1 |a Magerya, Vitaly  |e VerfasserIn  |4 aut 
700 1 |a Maitre, Daniel  |e VerfasserIn  |4 aut 
700 1 |a Malaescu, Bogdan  |e VerfasserIn  |4 aut 
700 1 |a Maltoni, Fabio  |e VerfasserIn  |4 aut 
700 1 |a Martini, Till  |e VerfasserIn  |4 aut 
700 1 |a Mattelaer, Olivier  |e VerfasserIn  |4 aut 
700 1 |a Nachman, Benjamin  |e VerfasserIn  |0 (DE-588)1280527072  |0 (DE-627)1833783190  |4 aut 
700 1 |a Pitz, Sebastian  |e VerfasserIn  |0 (DE-588)1268137782  |0 (DE-627)1816718025  |4 aut 
700 1 |a Rojo, Juan  |e VerfasserIn  |4 aut 
700 1 |a Schwartz, Matthew  |e VerfasserIn  |4 aut 
700 1 |a Shih, David  |e VerfasserIn  |4 aut 
700 1 |a Siegert, Frank  |e VerfasserIn  |4 aut 
700 1 |a Stegeman, Roy  |e VerfasserIn  |4 aut 
700 1 |a Stienen, Bob  |e VerfasserIn  |4 aut 
700 1 |a Thaler, Jesse  |e VerfasserIn  |4 aut 
700 1 |a Verheyen, Rob  |e VerfasserIn  |4 aut 
700 1 |a Whiteson, Daniel  |e VerfasserIn  |4 aut 
700 1 |a Winterhalder, Ramon  |d 1991-  |e VerfasserIn  |0 (DE-588)1202988164  |0 (DE-627)1687627487  |4 aut 
700 1 |a Zupan, Jure  |e VerfasserIn  |4 aut 
773 0 8 |i Enthalten in  |t Arxiv  |d Ithaca, NY : Cornell University, 1991  |g (2022), Artikel-ID 2203.07460, Seite 1-34  |h Online-Ressource  |w (DE-627)509006531  |w (DE-600)2225896-6  |w (DE-576)28130436X  |7 nnas  |a Machine learning and LHC event generation 
773 1 8 |g year:2022  |g elocationid:2203.07460  |g pages:1-34  |g extent:34  |a Machine learning and LHC event generation 
856 4 0 |u https://doi.org/10.48550/arXiv.2203.07460  |x Verlag  |x Resolving-System  |z lizenzpflichtig  |3 Volltext 
856 4 0 |u http://arxiv.org/abs/2203.07460  |x Verlag  |z lizenzpflichtig  |3 Volltext 
951 |a AR 
992 |a 20220629 
993 |a Article 
994 |a 2022 
998 |g 1205492771  |a Luchmann, Michel  |m 1205492771:Luchmann, Michel  |d 130000  |d 130300  |e 130000PL1205492771  |e 130300PL1205492771  |k 0/130000/  |k 1/130000/130300/  |p 32 
998 |g 1217495584  |a Heimel, Theo  |m 1217495584:Heimel, Theo  |d 130000  |d 130300  |e 130000PH1217495584  |e 130300PH1217495584  |k 0/130000/  |k 1/130000/130300/  |p 13 
998 |g 1021935573  |a Plehn, Tilman  |m 1021935573:Plehn, Tilman  |d 130000  |d 130300  |d 700000  |d 728500  |e 130000PP1021935573  |e 130300PP1021935573  |e 700000PP1021935573  |e 728500PP1021935573  |k 0/130000/  |k 1/130000/130300/  |k 0/700000/  |k 1/700000/728500/  |p 2 
998 |g 1072198967  |a Butter, Anja  |m 1072198967:Butter, Anja  |d 130000  |d 130300  |e 130000PB1072198967  |e 130300PB1072198967  |k 0/130000/  |k 1/130000/130300/  |p 1  |x j 
999 |a KXP-PPN1808508858  |e 4158432367 
BIB |a Y 
JSO |a {"id":{"doi":["10.48550/arXiv.2203.07460"],"eki":["1808508858"]},"origin":[{"dateIssuedKey":"2022","dateIssuedDisp":"14 Mar 2022"}],"name":{"displayForm":["Anja Butter, Tilman Plehn, Steffen Schumann (Editors), 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, and Jure Zupan"]},"relHost":[{"id":{"zdb":["2225896-6"],"eki":["509006531"]},"origin":[{"publisher":"Cornell University ; Arxiv.org","dateIssuedKey":"1991","dateIssuedDisp":"1991-","publisherPlace":"Ithaca, NY ; [Erscheinungsort nicht ermittelbar]"}],"physDesc":[{"extent":"Online-Ressource"}],"title":[{"title_sort":"Arxiv","title":"Arxiv"}],"recId":"509006531","language":["eng"],"disp":"Machine learning and LHC event generationArxiv","type":{"bibl":"edited-book","media":"Online-Ressource"},"note":["Gesehen am 28.05.2024"],"titleAlt":[{"title":"Arxiv.org"},{"title":"Arxiv.org e-print archive"},{"title":"Arxiv e-print archive"},{"title":"De.arxiv.org"}],"part":{"pages":"1-34","year":"2022","extent":"34","text":"(2022), Artikel-ID 2203.07460, Seite 1-34"},"pubHistory":["1991 -"]}],"physDesc":[{"extent":"34 S."}],"title":[{"title":"Machine learning and LHC event generation","title_sort":"Machine learning and LHC event generation"}],"person":[{"family":"Butter","given":"Anja","roleDisplay":"VerfasserIn","display":"Butter, Anja","role":"aut"},{"family":"Plehn","given":"Tilman","display":"Plehn, Tilman","roleDisplay":"VerfasserIn","role":"aut"},{"role":"aut","display":"Schumann, Steffen","roleDisplay":"VerfasserIn","given":"Steffen","family":"Schumann"},{"role":"aut","display":"Badger, Simon","roleDisplay":"VerfasserIn","given":"Simon","family":"Badger"},{"roleDisplay":"VerfasserIn","display":"Caron, Sascha","role":"aut","family":"Caron","given":"Sascha"},{"roleDisplay":"VerfasserIn","display":"Cranmer, Kyle","role":"aut","family":"Cranmer","given":"Kyle"},{"role":"aut","display":"Di Bello, Francesco Armando","roleDisplay":"VerfasserIn","given":"Francesco Armando","family":"Di Bello"},{"given":"Etienne","family":"Dreyer","role":"aut","display":"Dreyer, Etienne","roleDisplay":"VerfasserIn"},{"given":"Stefano","family":"Forte","role":"aut","display":"Forte, Stefano","roleDisplay":"VerfasserIn"},{"family":"Ganguly","given":"Sanmay","roleDisplay":"VerfasserIn","display":"Ganguly, Sanmay","role":"aut"},{"given":"Dorival","family":"Gonçalves","role":"aut","roleDisplay":"VerfasserIn","display":"Gonçalves, Dorival"},{"display":"Gross, Eilam","roleDisplay":"VerfasserIn","role":"aut","family":"Gross","given":"Eilam"},{"role":"aut","display":"Heimel, Theo","roleDisplay":"VerfasserIn","given":"Theo","family":"Heimel"},{"family":"Heinrich","given":"Gudrun","roleDisplay":"VerfasserIn","display":"Heinrich, Gudrun","role":"aut"},{"roleDisplay":"VerfasserIn","display":"Heinrich, Lukas","role":"aut","family":"Heinrich","given":"Lukas"},{"role":"aut","roleDisplay":"VerfasserIn","display":"Held, Alexander","given":"Alexander","family":"Held"},{"family":"Höche","given":"Stefan","roleDisplay":"VerfasserIn","display":"Höche, Stefan","role":"aut"},{"given":"Jessica N.","family":"Howard","role":"aut","roleDisplay":"VerfasserIn","display":"Howard, Jessica N."},{"given":"Philip","family":"Ilten","role":"aut","roleDisplay":"VerfasserIn","display":"Ilten, Philip"},{"roleDisplay":"VerfasserIn","display":"Isaacson, Joshua","role":"aut","family":"Isaacson","given":"Joshua"},{"role":"aut","display":"Janßen, Timo","roleDisplay":"VerfasserIn","given":"Timo","family":"Janßen"},{"role":"aut","roleDisplay":"VerfasserIn","display":"Jones, Stephen","given":"Stephen","family":"Jones"},{"family":"Kado","given":"Marumi","roleDisplay":"VerfasserIn","display":"Kado, Marumi","role":"aut"},{"role":"aut","display":"Kagan, Michael","roleDisplay":"VerfasserIn","given":"Michael","family":"Kagan"},{"family":"Kasieczka","given":"Gregor","display":"Kasieczka, Gregor","roleDisplay":"VerfasserIn","role":"aut"},{"role":"aut","display":"Kling, Felix","roleDisplay":"VerfasserIn","given":"Felix","family":"Kling"},{"family":"Kraml","given":"Sabine","roleDisplay":"VerfasserIn","display":"Kraml, Sabine","role":"aut"},{"display":"Krause, Claudius","roleDisplay":"VerfasserIn","role":"aut","family":"Krause","given":"Claudius"},{"given":"Frank","family":"Krauss","role":"aut","display":"Krauss, Frank","roleDisplay":"VerfasserIn"},{"role":"aut","roleDisplay":"VerfasserIn","display":"Kröninger, Kevin","given":"Kevin","family":"Kröninger"},{"roleDisplay":"VerfasserIn","display":"Barman, Rahool Kumar","role":"aut","family":"Barman","given":"Rahool Kumar"},{"family":"Luchmann","given":"Michel","roleDisplay":"VerfasserIn","display":"Luchmann, Michel","role":"aut"},{"role":"aut","display":"Magerya, Vitaly","roleDisplay":"VerfasserIn","given":"Vitaly","family":"Magerya"},{"display":"Maitre, Daniel","roleDisplay":"VerfasserIn","role":"aut","family":"Maitre","given":"Daniel"},{"given":"Bogdan","family":"Malaescu","role":"aut","display":"Malaescu, Bogdan","roleDisplay":"VerfasserIn"},{"role":"aut","roleDisplay":"VerfasserIn","display":"Maltoni, Fabio","given":"Fabio","family":"Maltoni"},{"roleDisplay":"VerfasserIn","display":"Martini, Till","role":"aut","family":"Martini","given":"Till"},{"display":"Mattelaer, Olivier","roleDisplay":"VerfasserIn","role":"aut","family":"Mattelaer","given":"Olivier"},{"role":"aut","display":"Nachman, Benjamin","roleDisplay":"VerfasserIn","given":"Benjamin","family":"Nachman"},{"given":"Sebastian","family":"Pitz","role":"aut","display":"Pitz, Sebastian","roleDisplay":"VerfasserIn"},{"role":"aut","display":"Rojo, Juan","roleDisplay":"VerfasserIn","given":"Juan","family":"Rojo"},{"given":"Matthew","family":"Schwartz","role":"aut","roleDisplay":"VerfasserIn","display":"Schwartz, Matthew"},{"display":"Shih, David","roleDisplay":"VerfasserIn","role":"aut","family":"Shih","given":"David"},{"roleDisplay":"VerfasserIn","display":"Siegert, Frank","role":"aut","family":"Siegert","given":"Frank"},{"roleDisplay":"VerfasserIn","display":"Stegeman, Roy","role":"aut","family":"Stegeman","given":"Roy"},{"given":"Bob","family":"Stienen","role":"aut","display":"Stienen, Bob","roleDisplay":"VerfasserIn"},{"role":"aut","display":"Thaler, Jesse","roleDisplay":"VerfasserIn","given":"Jesse","family":"Thaler"},{"family":"Verheyen","given":"Rob","display":"Verheyen, Rob","roleDisplay":"VerfasserIn","role":"aut"},{"family":"Whiteson","given":"Daniel","roleDisplay":"VerfasserIn","display":"Whiteson, Daniel","role":"aut"},{"given":"Ramon","family":"Winterhalder","role":"aut","display":"Winterhalder, Ramon","roleDisplay":"VerfasserIn"},{"given":"Jure","family":"Zupan","role":"aut","display":"Zupan, Jure","roleDisplay":"VerfasserIn"}],"recId":"1808508858","language":["eng"],"type":{"bibl":"chapter","media":"Online-Ressource"},"note":["Gesehen am 15.09.2022"]} 
SRT |a BUTTERANJAMACHINELEA1420 

Similar Items