Deep-Learned Event Variables for Collider Phenomenology

Doojin Kim, ∗ Kyoungchul Kong, † Konstantin T. Matchev, ‡ Myeonghun Park, 5, 6, § and Prasanth Shyamsundar ¶ Mitchell Institute for Fundamental Physics and Astronomy, Department of Physics and Astronomy, Texas A&M University, College Station, TX 77843, USA Department of Physics and Astronomy, University of Kansas, Lawrence, KS 66045, USA Institute for Fundamental Theory, Physics Department, University of Florida, Gainesville, FL 32611, USA Institute of Convergence Fundamental Studies, Seoultech, Seoul, 01811, Korea School of Physics, KIAS, Seoul 02455, Korea Center for Theoretical Physics of the Universe, Institute for Basic Science, Daejeon 34126 Korea Fermilab Quantum Institute, Fermi National Accelerator Laboratory, Batavia, IL 60510, USA