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Symbolic Regression

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

Papers

Showing 101150 of 418 papers

TitleStatusHype
Racing Control Variable Genetic Programming for Symbolic RegressionCode0
Data driven discovery of human mobility modelsCode0
Context Matters: Adaptive Mutation for GrammarsCode0
SA-GAT-SR: Self-Adaptable Graph Attention Networks with Symbolic Regression for high-fidelity material property predictionCode0
ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global OptimizationCode0
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form EquationsCode0
Priors for symbolic regressionCode0
Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation DiscoveryCode0
AI-Assisted Discovery of Quantitative and Formal Models in Social ScienceCode0
Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement LearningCode0
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
Neural-Guided Symbolic Regression with Asymptotic ConstraintsCode0
Probabilistic Lexicase SelectionCode0
Calabi-Yau Four/Five/Six-folds as P^n_w Hypersurfaces: Machine Learning, Approximation, and GenerationCode0
Machine learning of Kondo physics using variational autoencoders and symbolic regressionCode0
Symbolic regression outperforms other models for small data setsCode0
A Generic Approach for Reproducible Model DistillationCode0
Materials-Discovery Workflows Guided by Symbolic Regression: Identifying Acid-Stable Oxides for ElectrocatalysisCode0
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
Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data setCode0
Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific DiscoveryCode0
Symbolic regression by uniform random global searchCode0
Interaction-Transformation Evolutionary Algorithm for Symbolic RegressionCode0
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation FunctionsCode0
In Context Learning and Reasoning for Symbolic Regression with Large Language ModelsCode0
Improving Genetic Programming for Symbolic Regression with Equality GraphsCode0
Improving Memory Efficiency for Training KANs via Meta LearningCode0
Grammar Variational AutoencoderCode0
Analysing the Influence of Reorder Strategies for Cartesian Genetic ProgrammingCode0
Glyph: Symbolic Regression ToolsCode0
Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive HashingCode0
Explainable Fraud Detection with Deep Symbolic ClassificationCode0
Explainable Data-driven Modeling of Adsorption Energy in Heterogeneous CatalysisCode0
Evolving Form and Function: Dual-Objective Optimization in Neural Symbolic Regression NetworksCode0
GFN-SR: Symbolic Regression with Generative Flow NetworksCode0
Accelerating Genetic Programming using GPUsCode0
Discovering the underlying analytic structure within Standard Model constants using artificial intelligenceCode0
CTR-KAN: KAN for Adaptive High-Order Feature Interaction ModelingCode0
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired ConstraintsCode0
Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approachCode0
Automated Modeling Method for Pathloss Model DiscoveryCode0
Empowering Machines to Think Like Chemists: Unveiling Molecular Structure-Polarity Relationships with Hierarchical Symbolic RegressionCode0
Epsilon-Lexicase Selection for RegressionCode0
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial EquationsCode0
Minimum variance threshold for epsilon-lexicase selectionCode0
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic RegressionCode0
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