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Symbolic Regression

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

Papers

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Showing 101–125 of 418 papers

TitleStatusHype
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation FunctionsCode0
Context Matters: Adaptive Mutation for GrammarsCode0
Minimum variance threshold for epsilon-lexicase selectionCode0
ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global OptimizationCode0
Interpretable Scientific Discovery with Symbolic Regression: A ReviewCode0
Interpretable Non-linear Survival Analysis with Evolutionary Symbolic RegressionCode0
Interpreting Microbiome Relative Abundance Data Using Symbolic RegressionCode0
Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation DiscoveryCode0
Interaction-Transformation Evolutionary Algorithm for Symbolic RegressionCode0
AI-Assisted Discovery of Quantitative and Formal Models in Social ScienceCode0
Closed-Form Interpretation of Neural Network Classifiers with Symbolic GradientsCode0
Celestial Machine Learning: From Data to Mars and Beyond with AI FeynmanCode0
Celestial Machine Learning: Discovering the Planarity, Heliocentricity, and Orbital Equation of Mars with AI FeynmanCode0
In Context Learning and Reasoning for Symbolic Regression with Large Language ModelsCode0
Improving Memory Efficiency for Training KANs via Meta LearningCode0
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic RegressionCode0
Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive HashingCode0
Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific DiscoveryCode0
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial EquationsCode0
SA-GAT-SR: Self-Adaptable Graph Attention Networks with Symbolic Regression for high-fidelity material property predictionCode0
Calabi-Yau Four/Five/Six-folds as P^n_w Hypersurfaces: Machine Learning, Approximation, and GenerationCode0
Glyph: Symbolic Regression ToolsCode0
A Generic Approach for Reproducible Model DistillationCode0
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form EquationsCode0
GFN-SR: Symbolic Regression with Generative Flow NetworksCode0
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