Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression

22 December 2021

Papers citing "Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression"

17 / 17 papers shown

Title
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired Constraints J.-P. Bruneton 51 0 0 24 Mar 2025
Reinforced Symbolic Learning with Logical Constraints for Predicting Turbine Blade Fatigue Life Pei Li Joo-Ho Choi Dingyang Zhang Shuyou Zhang Yiming Zhang AI4CE 75 0 0 18 Nov 2024
Discovery and inversion of the viscoelastic wave equation in inhomogeneous media Su Chen Yi Ding Hiroe Miyake Xiaojun Li 41 0 0 27 Sep 2024
Discovering Nuclear Models from Symbolic Machine Learning Jose M. Munoz S. Udrescu Ronald F. Garcia Ruiz 22 0 0 17 Apr 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
Physical Symbolic Optimization Wassim Tenachi Rodrigo Ibata F. Diakogiannis 44 0 0 06 Dec 2023
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
Reproducing Bayesian Posterior Distributions for Exoplanet Atmospheric Parameter Retrievals with a Machine Learning Surrogate Model Eyup B. Unlu Roy T. Forestano Konstantin T. Matchev Katia Matcheva 16 2 0 16 Oct 2023
Searching for Novel Chemistry in Exoplanetary Atmospheres using Machine Learning for Anomaly Detection Roy T. Forestano Konstantin T. Matchev Katia Matcheva Eyup B. Unlu 16 2 0 15 Aug 2023
Intercomparison of Brown Dwarf Model Grids and Atmospheric Retrieval Using Machine Learning Anna Lueber D. Kitzmann C. Fisher B. Bowler A. Burgasser M. Marley K. Heng 14 7 0 12 May 2023
Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl M. Cranmer 41 40 0 02 May 2023
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical laws Wassim Tenachi Rodrigo Ibata F. Diakogiannis AI4CE 15 71 0 06 Mar 2023
Oracle-Preserving Latent Flows Alexander Roman Roy T. Forestano Konstantin T. Matchev Katia Matcheva Eyup B. Unlu DRL 37 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
SymFormer: End-to-end symbolic regression using transformer-based architecture Martin Vastl Jonáš Kulhánek Jiří Kubalík Erik Derner Robert Babuška 35 44 0 31 May 2022
Unsupervised Machine Learning for Exploratory Data Analysis of Exoplanet Transmission Spectra Konstantin T. Matchev Katia Matcheva Alexander Roman 11 11 0 07 Jan 2022