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Symbolic Regression

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

Papers

Showing 211220 of 418 papers

TitleStatusHype
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
A Novel ML-driven Test Case Selection Approach for Enhancing the Performance of Grammatical Evolution0
Vertical Symbolic Regression0
Celestial Machine Learning: Discovering the Planarity, Heliocentricity, and Orbital Equation of Mars with AI FeynmanCode0
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