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Symbolic Regression

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

Papers

Showing 201225 of 418 papers

TitleStatusHype
Minimum variance threshold for epsilon-lexicase selectionCode0
Automated discovery of symbolic laws governing skill acquisition from naturally occurring dataCode0
Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data set0
Distilling Reinforcement Learning Policies for Interpretable Robot Locomotion: Gradient Boosting Machines and Symbolic Regression0
Deep Neural Network for Constraint Acquisition through Tailored Loss Function0
Order Estimation of Linear-Phase FIR Filters for DAC Equalization in Multiple Nyquist Bands0
A Functional Analysis Approach to Symbolic Regression0
Guided Evolution with Binary Discriminators for ML Program Search0
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
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
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
GFN-SR: Symbolic Regression with Generative Flow NetworksCode0
Explainable Fraud Detection with Deep Symbolic ClassificationCode0
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