Symbolic Regression

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

Papers

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Showing 126–150 of 418 papers

Title	Date	Tasks	Status	Score
Symbolic regression by uniform random global search	Jun 18, 2019	global-optimizationregression	CodeCode Available	5
Interaction-Transformation Evolutionary Algorithm for Symbolic Regression	Feb 11, 2019	regressionSymbolic Regression	CodeCode Available	5
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation Functions	Nov 13, 2023	regressionSymbolic Regression	CodeCode Available	5
In Context Learning and Reasoning for Symbolic Regression with Large Language Models	Oct 22, 2024	In-Context LearningSymbolic Regression	CodeCode Available	5
Improving Genetic Programming for Symbolic Regression with Equality Graphs	Jan 29, 2025	Evolutionary Algorithmsregression	CodeCode Available	5
Improving Memory Efficiency for Training KANs via Meta Learning	Jun 9, 2025	image-classificationImage Classification	CodeCode Available	5
Grammar Variational Autoencoder	Mar 6, 2017	Bayesian OptimizationSymbolic Regression	CodeCode Available	5
Analysing the Influence of Reorder Strategies for Cartesian Genetic Programming	Oct 1, 2024	Symbolic Regression	CodeCode Available	5
Glyph: Symbolic Regression Tools	Mar 13, 2018	regressionSymbolic Regression	CodeCode Available	5
Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive Hashing	Apr 8, 2024	regressionSymbolic Regression	CodeCode Available	5
Explainable Fraud Detection with Deep Symbolic Classification	Dec 1, 2023	ClassificationFraud Detection	CodeCode Available	5
Explainable Data-driven Modeling of Adsorption Energy in Heterogeneous Catalysis	May 30, 2024	Feature ImportanceSymbolic Regression	CodeCode Available	5
Evolving Form and Function: Dual-Objective Optimization in Neural Symbolic Regression Networks	Feb 24, 2025	Evolutionary AlgorithmsForm	CodeCode Available	5
GFN-SR: Symbolic Regression with Generative Flow Networks	Dec 1, 2023	Deep Reinforcement LearningInterpretable Machine Learning	CodeCode Available	5
Accelerating Genetic Programming using GPUs	Oct 15, 2021	Binary Classificationfeature selection	CodeCode Available	5
Discovering the underlying analytic structure within Standard Model constants using artificial intelligence	Jun 30, 2025	Symbolic Regression	CodeCode Available	5
CTR-KAN: KAN for Adaptive High-Order Feature Interaction Modeling	Aug 16, 2024	Click-Through Rate PredictionComputational Efficiency	CodeCode Available	5
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired Constraints	Mar 24, 2025	Diversityregression	CodeCode Available	5
Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach	Mar 22, 2023	Model Discoveryregression	CodeCode Available	5
Automated Modeling Method for Pathloss Model Discovery	May 29, 2025	Kolmogorov-Arnold Networksmodel	CodeCode Available	5
Empowering Machines to Think Like Chemists: Unveiling Molecular Structure-Polarity Relationships with Hierarchical Symbolic Regression	Jan 25, 2024	Feature Engineeringregression	CodeCode Available	5
Epsilon-Lexicase Selection for Regression	May 30, 2019	regressionSymbolic Regression	CodeCode Available	5
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations	Dec 18, 2023	Equation Discoveryregression	CodeCode Available	5
Minimum variance threshold for epsilon-lexicase selection	Apr 8, 2024	Evolutionary Algorithmsregression	CodeCode Available	5
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression	Jan 25, 2024	Interpretable Machine Learningregression	CodeCode Available	5

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