Lawrence Berkeley National Laboratory Recent Work Title Machine Learning in High Energy Physics Community White Paper Permalink

Machine learning has been applied to several problems in particle physics research, beginning with applications to high-level physics analysis in the 1990s and 2000s, followed by an explosion of applications in particle and event identification and reconstruction in the 2010s. In this document we discuss promising future research and development areas for machine learning in particle physics. We detail a roadmap for their implementation, software and hardware resource requirements, collaborative initiatives with the data science community, academia and industry, and training the particle physics community in data science. The main objective of the document is to connect and motivate these areas of research and development with the physics drivers of the High-Luminosity Large Hadron Collider and future neutrino experiments and identify the resource needs for their implementation. Additionally we identify areas where collaboration with external communities will be of great benefit. Editors: Sergei Gleyzer, Paul Seyfert, Steven Schramm Contributors: Kim Albertsson, Piero Altoe, Dustin Anderson, John Anderson, Michael Andrews, Juan Pedro Araque Espinosa, Adam Aurisano, Laurent Basara, Adrian Bevan, Wahid Bhimji, Daniele Bonacorsi, Bjorn Burkle, Paolo Calafiura, Mario Campanelli, Louis Capps, Federico Carminati, Stefano Carrazza, Yi-Fan Chen, Taylor Childers, Yann Coadou, Elias Coniavitis, Kyle Cranmer, Claire David, Douglas Davis, Andrea De Simone, Javier Duarte, Martin Erdmann, Jonas Eschle, Amir Farbin, Matthew Feickert, Nuno Filipe Castro, Conor Fitzpatrick, Michele Floris, Alessandra Forti, Jordi Garra-Tico, Jochen Gemmler, Maria Girone, Paul Glaysher, Sergei Gleyzer, Vladimir Vava Gligorov, Tobias Golling, Jonas Graw, Lindsey Gray, Dick Greenwood, Thomas Hacker, John Harvey, Benedikt Hegner, Lukas Heinrich, Ulrich Heintz, Ben Hooberman, Johannes Junggeburth, Michael Kagan, Meghan Kane, Konstantin Kanishchev, Przemys law Karpiński, Zahari Kassabov, Gaurav Kaul, Dorian Kcira, Thomas Keck, Alexei Klimentov, Jim Kowalkowski, Luke Kreczko, Alexander Kurepin, Rob Kutschke, Valentin Kuznetsov, Nicolas Köhler, Igor Lakomov, Kevin Lannon, Mario Lassnig, Antonio Limosani, Gilles Louppe, Aashrita Mangu, Pere Mato, Helge Meinhard, Dario Menasce, Lorenzo Moneta, Seth Moortgat, Meenakshi Narain, Mark Neubauer, Harvey Newman, Sydney Otten, Hans Pabst, Michela Paganini, Manfred Paulini, Gabriel Perdue, Uzziel Perez, Attilio Picazio, Jim Pivarski, Harrison Prosper, Fernanda Psihas, Alexander Radovic, Ryan Reece, Aurelius Rinkevicius, Eduardo Rodrigues, Jamal Rorie, David Rousseau, Aaron Sauers, Steven Schramm, Ariel Schwartzman, Horst Severini, Paul Seyfert, Filip Siroky, Konstantin Skazytkin, Mike Sokoloff, Graeme Stewart, Bob Stienen, Ian Stockdale, Giles Strong, Wei Sun, Savannah Thais, Karen Tomko, Eli Upfal, Emanuele Usai, Andrey Ustyuzhanin, Martin Vala, Sofia Vallecorsa, Justin Vasel, Mauro Verzetti, Xavier Vilaśıs-Cardona, Jean-Roch Vlimant, Ilija Vukotic, Sean-Jiun Wang, Gordon Watts, Michael Williams, Wenjing Wu, Stefan Wunsch, Kun Yang, Omar Zapata 1 Lulea University of Technology 2 NVidia 3 California Institute of Technology 4 Google 5 Carnegie Mellon University 6 LIP Lisboa 7 University of Cincinnati 8 Universita e INFN, Padova 9 University of London 10 Lawrence Berkeley National Laboratory 11 Universita e INFN, Bologna 12 Brown University 13 CERN 1 ar X iv :1 80 7. 02 87 6v 3 [ ph ys ic s. co m pph ] 1 6 M ay 2 01 9 14 Argonne National Laboratory 15 CPPM Aix Marseille Univ CNRS/IN2P3 16 Universitaet Freiburg 17 New York University 18 Deutsches Elektronen-Synchrotron 19 Duke University 20 SISSA Trieste Italy 21 Fermi National Accelerator Laboratory 22 RWTH Aachen University 23 Universität Zürich 24 University of Texas at Arlington 25 Southern Methodist University 26 Ecole Polytechnique Federale de Lausanne 27 University of Manchester 28 University of Cambridge 29 Karlsruher Institut für Technologie 30 University of Florida 31 LPNHE, Sorbonne Université et Université Paris Diderot, CNRS/IN2P3, Paris 32 Université de Genève 33 Louisiana Tech University 34 Purdue University 35 University of Illinois at Urbana-Champaign 36 Max Planck Institut für Physik 37 SLAC National Accelerator Laboratory 38 SoundCloud 39 University of Milan 40 Intel 41 Brookhaven National Laboratory 42 University of Bristol 43 Russian Academy of Sciences 44 Cornell University 45 University of Notre Dame 46 University of Melbourne 47 University of California Berkeley 48 Universita & INFN, Milano Bicocca 49 Vrije Universiteit Brussel 50 University of Amsterdam and Radboud University Nijmegen 51 Yale University 52 University of Alabama 53 University of Massachusetts 54 Princeton University 55 Florida State University 56 Indiana University 57 College of William and Mary 58 University of California, Santa Cruz 59 Rice University 60 Universite de Paris Sud 11 61 University of Oklahoma 62 Masaryk University 63 University of Glasgow 64 Radboud Universiteit Nijmegen 65 Altair Engineering 66 Ohio Supercomputer Center 67 Yandex School of Data Analysis 68 Technical University of Kosice 69 Gangneung-Wonju National University 70 University of Rochester 71 University of Barcelona 72 University of Chicago 73 University of Washington 74 Massachusetts Institute of Technology