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000475689 0247_ $$2arXiv$$aarXiv:2203.07460
000475689 0247_ $$2datacite_doi$$a10.3204/PUBDB-2022-01431
000475689 037__ $$aPUBDB-2022-01431
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000475689 088__ $$2DESY$$aDESY-22-043
000475689 088__ $$2arXiv$$aarXiv:2203.07460
000475689 1001_ $$0A.Butter.1$$aButter, Anja$$b0
000475689 245__ $$aMachine Learning and LHC Event Generation
000475689 260__ $$c2022
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000475689 500__ $$aContribution to Snowmass 2021
000475689 520__ $$aFirst-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.
000475689 536__ $$0G:(DE-HGF)POF4-611$$a611 - Fundamental Particles and Forces (POF4-611)$$cPOF4-611$$fPOF IV$$x0
000475689 588__ $$aDataset connected to INSPIRE
000475689 650_7 $$2INSPIRE$$ainterface
000475689 650_7 $$2INSPIRE$$aCERN LHC Coll
000475689 693__ $$0EXP:(DE-MLZ)NOSPEC-20140101$$5EXP:(DE-MLZ)NOSPEC-20140101$$eNo specific instrument$$x0
000475689 7001_ $$0T.Plehn.1$$aPlehn, Tilman$$b1$$eCorresponding author
000475689 7001_ $$0S.Schumann.1$$aSchumann, Steffen$$b2
000475689 7001_ $$0S.D.Badger.1$$aBadger, Simon$$b3
000475689 7001_ $$0S.Caron.2$$aCaron, Sascha$$b4
000475689 7001_ $$0K.S.Cranmer.1$$aCranmer, Kyle$$b5
000475689 7001_ $$0F.A.Di.Bello.1$$aDi Bello, Francesco Armando$$b6
000475689 7001_ $$0Etienne.Dreyer.1$$aDreyer, Etienne$$b7
000475689 7001_ $$0S.Forte.2$$aForte, Stefano$$b8
000475689 7001_ $$0S.Ganguly.1$$aGanguly, Sanmay$$b9
000475689 7001_ $$0D.Goncalves.Netto.1$$aGonçalves, Dorival$$b10
000475689 7001_ $$0E.Gross.2$$aGross, Eilam$$b11
000475689 7001_ $$0T.Heimel.1$$aHeimel, Theo$$b12
000475689 7001_ $$0Gudrun.Heinrich.1$$aHeinrich, Gudrun$$b13
000475689 7001_ $$0L.Heinrich.1$$aHeinrich, Lukas$$b14
000475689 7001_ $$0Alexander.Held.1$$aHeld, Alexander$$b15
000475689 7001_ $$0S.Hoeche.1$$aHöche, Stefan$$b16
000475689 7001_ $$0Jessica.Howard.1$$aHoward, Jessica N.$$b17
000475689 7001_ $$0P.Ilten.1$$aIlten, Philip$$b18
000475689 7001_ $$0Joshua.Isaacson.1$$aIsaacson, Joshua$$b19
000475689 7001_ $$0T.Janssen.1$$aJanßen, Timo$$b20
000475689 7001_ $$0S.P.Jones.1$$aJones, Stephen$$b21
000475689 7001_ $$0M.Kado.1$$aKado, Marumi$$b22
000475689 7001_ $$0M.Kagan.1$$aKagan, Michael$$b23
000475689 7001_ $$0P:(DE-H253)PIP1081743$$aKasieczka, Gregor$$b24
000475689 7001_ $$0P:(DE-H253)PIP1097110$$aKling, Felix$$b25$$udesy
000475689 7001_ $$0S.Kraml.1$$aKraml, Sabine$$b26
000475689 7001_ $$0C.Krause.1$$aKrause, Claudius$$b27
000475689 7001_ $$0F.Krauss.1$$aKrauss, Frank$$b28
000475689 7001_ $$0K.Kroeninger.1$$aKröninger, Kevin$$b29
000475689 7001_ $$0R.K.Barman.1$$aBarman, Rahool Kumar$$b30
000475689 7001_ $$0M.Luchmann.1$$aLuchmann, Michel$$b31
000475689 7001_ $$0P:(DE-H253)PIP1082304$$aMagerya, Vitaly$$b32
000475689 7001_ $$0D.Maitre.1$$aMaitre, Daniel$$b33
000475689 7001_ $$0B.Malaescu.1$$aMalaescu, Bogdan$$b34
000475689 7001_ $$0F.Maltoni.1$$aMaltoni, Fabio$$b35
000475689 7001_ $$0T.Martini.1$$aMartini, Till$$b36
000475689 7001_ $$0Olivier.Mattelaer.1$$aMattelaer, Olivier$$b37
000475689 7001_ $$aNachman, Benjamin$$b38
000475689 7001_ $$0S.Pitz.1$$aPitz, Sebastian$$b39
000475689 7001_ $$0J.Rojo.1$$aRojo, Juan$$b40
000475689 7001_ $$0M.D.Schwartz.1$$aSchwartz, Matthew$$b41
000475689 7001_ $$0D.Shih.1$$aShih, David$$b42
000475689 7001_ $$0P:(DE-H253)PIP1021907$$aSiegert, Frank$$b43
000475689 7001_ $$0R.Stegeman.1$$aStegeman, Roy$$b44
000475689 7001_ $$0B.Stienen.1$$aStienen, Bob$$b45
000475689 7001_ $$0Jesse.Thaler.1$$aThaler, Jesse$$b46
000475689 7001_ $$0R.Verheyen.1$$aVerheyen, Rob$$b47
000475689 7001_ $$0D.Whiteson.1$$aWhiteson, Daniel$$b48
000475689 7001_ $$0R.Winterhalder.1$$aWinterhalder, Ramon$$b49
000475689 7001_ $$aZupan, Jure$$b50
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