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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
Materials-Discovery Workflows Guided by Symbolic Regression: Identifying Acid-Stable Oxides for ElectrocatalysisCode0
Data driven discovery of human mobility modelsCode0
Context Matters: Adaptive Mutation for GrammarsCode0
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation FunctionsCode0
Interpreting Microbiome Relative Abundance Data Using Symbolic RegressionCode0
Interpretable Non-linear Survival Analysis with Evolutionary Symbolic RegressionCode0
Interpretable Scientific Discovery with Symbolic Regression: A ReviewCode0
Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation DiscoveryCode0
Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data setCode0
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
A Seq2Seq approach to Symbolic RegressionCode0
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
P-Tree ProgrammingCode0
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
Calabi-Yau Four/Five/Six-folds as P^n_w Hypersurfaces: Machine Learning, Approximation, and GenerationCode0
Automated discovery of symbolic laws governing skill acquisition from naturally occurring dataCode0
seqKAN: Sequence processing with Kolmogorov-Arnold NetworksCode0
Glyph: Symbolic Regression ToolsCode0
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