Accelerating Understanding of Scientific Experiments with End to End Symbolic Regression

7 December 2021

Papers citing "Accelerating Understanding of Scientific Experiments with End to End Symbolic Regression"

7 / 7 papers shown

Title
Exploring the Truth and Beauty of Theory Landscapes with Machine Learning Konstantin T. Matchev Katia Matcheva Pierre Ramond Sarunas Verner 76 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 52 2 0 31 Oct 2023
ODEFormer: Symbolic Regression of Dynamical Systems with Transformers Stéphane d’Ascoli Soren Becker Alexander Mathis Philippe Schwaller Niki Kilbertus 105 25 0 09 Oct 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 97 24 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 83 13 0 15 Nov 2022
End-to-end symbolic regression with transformers Pierre-Alexandre Kamienny Stéphane dÁscoli Guillaume Lample Franccois Charton 108 178 0 22 Apr 2022
Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression Konstantin T. Matchev Katia Matcheva Alexander Roman 66 31 0 22 Dec 2021