SYMBA: Symbolic Computation of Squared Amplitudes in High Energy Physics with Machine Learning

17 June 2022

Papers citing "SYMBA: Symbolic Computation of Squared Amplitudes in High Energy Physics with Machine Learning"

11 / 11 papers shown

Title
A Perspective on Symbolic Machine Learning in Physical Sciences N. Makke S. Chawla AI4CE 66 1 0 25 Feb 2025
Can Transformers Do Enumerative Geometry? Baran Hashemi Roderic G. Corominas Alessandro Giacchetto 44 2 0 27 Aug 2024
Transforming the Bootstrap: Using Transformers to Compute Scattering Amplitudes in Planar N = 4 Super Yang-Mills Theory Tianji Cai G. W. Merz Franccois Charton Niklas Nolte Matthias Wilhelm K. Cranmer Lance J. Dixon 39 15 0 09 May 2024
Exploring the Truth and Beauty of Theory Landscapes with Machine Learning Konstantin T. Matchev Katia Matcheva Pierre Ramond Sarunas Verner 46 2 0 21 Jan 2024
Seeking Truth and Beauty in Flavor Physics with Machine Learning Konstantin T. Matchev Katia Matcheva Pierre Ramond Sarunas Verner AI4CE 21 2 0 31 Oct 2023
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical laws Wassim Tenachi Rodrigo Ibata F. Diakogiannis AI4CE 13 71 0 06 Mar 2023
Oracle-Preserving Latent Flows Alexander Roman Roy T. Forestano Konstantin T. Matchev Katia Matcheva Eyup B. Unlu DRL 34 5 0 02 Feb 2023
Deep Learning Symmetries and Their Lie Groups, Algebras, and Subalgebras from First Principles Roy T. Forestano Konstantin T. Matchev Katia Matcheva Alexander Roman Eyup B. Unlu Sarunas Verner AI4CE 36 22 0 13 Jan 2023
Is the Machine Smarter than the Theorist: Deriving Formulas for Particle Kinematics with Symbolic Regression Zhongtian Dong K. Kong Konstantin T. Matchev Katia Matcheva 46 13 0 15 Nov 2022
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 288 2,017 0 28 Jul 2020
Learning Symbolic Physics with Graph Networks M. Cranmer Rui Xu Peter W. Battaglia S. Ho PINN AI4CE 191 84 0 12 Sep 2019