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Symbolic Regression

producing a mathematical expression (symbolic expression) that fits a given tabular data.

Papers

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Showing 401–418 of 418 papers

TitleStatusHype
Sparse Interpretable Deep Learning with LIES Networks for Symbolic RegressionCode0
The SZ flux-mass (Y-M) relation at low halo masses: improvements with symbolic regression and strong constraints on baryonic feedbackCode0
Closed-Form Interpretation of Neural Network Classifiers with Symbolic GradientsCode0
Explainable Fraud Detection with Deep Symbolic ClassificationCode0
Celestial Machine Learning: From Data to Mars and Beyond with AI FeynmanCode0
Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large pCode0
Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement LearningCode0
Symbolic regression outperforms other models for small data setsCode0
Explainable Data-driven Modeling of Adsorption Energy in Heterogeneous CatalysisCode0
Evolving Form and Function: Dual-Objective Optimization in Neural Symbolic Regression NetworksCode0
Structured Kolmogorov-Arnold Neural ODEs for Interpretable Learning and Symbolic Discovery of Nonlinear DynamicsCode0
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic RegressionCode0
Epsilon-Lexicase Selection for RegressionCode0
Celestial Machine Learning: Discovering the Planarity, Heliocentricity, and Orbital Equation of Mars with AI FeynmanCode0
Calabi-Yau Four/Five/Six-folds as P^n_w Hypersurfaces: Machine Learning, Approximation, and GenerationCode0
Symbolic Regression via Control Variable Genetic ProgrammingCode0
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired ConstraintsCode0
Automated discovery of interpretable gravitational-wave population modelsCode0
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