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Symbolic Regression

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

Papers

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Title	Date	Tasks	Status	Hype
Discovering symbolic expressions with parallelized tree search	Jul 5, 2024	Equation Discoveryregression	CodeCode Available	2
Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl	May 2, 2023	Interpretable Machine Learningregression	CodeCode Available	2
SymbolFit: Automatic Parametric Modeling with Symbolic Regression	Nov 15, 2024	Formregression	CodeCode Available	2
Deep Generative Symbolic Regression	Dec 30, 2023	FormHeuristic Search	CodeCode Available	1
Contemporary Symbolic Regression Methods and their Relative Performance	Jul 29, 2021	Benchmarkingparameter estimation	CodeCode Available	1
Deep Learning and Symbolic Regression for Discovering Parametric Equations	Jul 1, 2022	BIG-bench Machine LearningDeep Learning	CodeCode Available	1
AI Feynman: a Physics-Inspired Method for Symbolic Regression	May 27, 2019	regressionSymbolic Regression	CodeCode Available	1
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrum	Jun 10, 2025	Symbolic Regression	CodeCode Available	1
Conjecturing-Based Discovery of Patterns in Data	Nov 23, 2020	BIG-bench Machine Learningregression	CodeCode Available	1
Chaos as an interpretable benchmark for forecasting and data-driven modelling	Oct 11, 2021	BenchmarkingSymbolic Regression	CodeCode Available	1

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