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Symbolic Regression

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

Papers

Showing 151175 of 418 papers

TitleStatusHype
A Functional Analysis Approach to Symbolic Regression0
Guided Evolution with Binary Discriminators for ML Program Search0
Sym-Q: Adaptive Symbolic Regression via Sequential Decision-MakingCode1
Opening the AI black box: program synthesis via mechanistic interpretabilityCode1
Multi-View Symbolic RegressionCode1
Discovering interpretable models of scientific image data with deep learning0
Vertical Symbolic Regression via Deep Policy GradientCode0
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic RegressionCode0
Empowering Machines to Think Like Chemists: Unveiling Molecular Structure-Polarity Relationships with Hierarchical Symbolic RegressionCode0
Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search0
DALex: Lexicase-like Selection via Diverse AggregationCode0
SymbolNet: Neural Symbolic Regression with Adaptive Dynamic Pruning for CompressionCode0
Bootstrapping OTS-Funcimg Pre-training Model (Botfip) -- A Comprehensive Symbolic Regression Framework0
Closed-Form Interpretation of Neural Network Classifiers with Symbolic GradientsCode0
Deep Generative Symbolic RegressionCode1
AI-Lorenz: A physics-data-driven framework for black-box and gray-box identification of chaotic systems with symbolic regressionCode1
A Novel ML-driven Test Case Selection Approach for Enhancing the Performance of Grammatical Evolution0
Celestial Machine Learning: Discovering the Planarity, Heliocentricity, and Orbital Equation of Mars with AI FeynmanCode0
Vertical Symbolic Regression0
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial EquationsCode0
Symbolic Regression of Dynamic Network Models0
Celestial Machine Learning: From Data to Mars and Beyond with AI FeynmanCode0
A Transformer Model for Symbolic Regression towards Scientific DiscoveryCode1
Physical Symbolic OptimizationCode3
Class Symbolic Regression: Gotta Fit 'Em AllCode3
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