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Symbolic Regression

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

Papers

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Showing 71–80 of 418 papers

Title	Date	Tasks	Status	Hype	Score
Learning a Formula of Interpretability to Learn Interpretable Formulas	Apr 23, 2020	Meta-Learningregression	CodeCode Available	1	5
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients	Dec 10, 2019	regressionReinforcement Learning	CodeCode Available	1	5
Machine-Guided Discovery of a Real-World Rogue Wave Model	Nov 21, 2023	Model Selectionregression	CodeCode Available	1	5
Deep Learning and Symbolic Regression for Discovering Parametric Equations	Jul 1, 2022	BIG-bench Machine LearningDeep Learning	CodeCode Available	1	5
Multi Expression Programming -- an in-depth description	Sep 29, 2021	Symbolic Regression	CodeCode Available	1	5
SR-Forest: A Genetic Programming based Heterogeneous Ensemble Learning Method	Feb 7, 2023	Ensemble LearningPenn Machine Learning Benchmark	CodeCode Available	1	5
Discovering State Variables Hidden in Experimental Data	Dec 20, 2021	Symbolic Regression	CodeCode Available	1	5
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose Degradation	Apr 4, 2025	regressionSymbolic Regression	CodeCode Available	1	5
Interaction-Transformation Evolutionary Algorithm for Symbolic Regression	Feb 11, 2019	regressionSymbolic Regression	CodeCode Available	0	5
Automated discovery of symbolic laws governing skill acquisition from naturally occurring data	Apr 8, 2024	Feature ImportanceSymbolic Regression	CodeCode Available	0	5

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