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Symbolic Regression

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

Papers

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Showing 21–30 of 418 papers

Title	Date	Tasks	Status	Hype
Contemporary Symbolic Regression Methods and their Relative Performance	Jul 29, 2021	Benchmarkingparameter estimation	CodeCode Available	1
Conjecturing-Based Discovery of Patterns in Data	Nov 23, 2020	BIG-bench Machine Learningregression	CodeCode Available	1
Deep Generative Symbolic Regression	Dec 30, 2023	FormHeuristic Search	CodeCode Available	1
AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box Identification	Sep 29, 2023	parameter estimationregression	CodeCode Available	1
AI-Lorenz: A physics-data-driven framework for black-box and gray-box identification of chaotic systems with symbolic regression	Dec 21, 2023	Symbolic Regression	CodeCode Available	1
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients	Dec 10, 2019	regressionReinforcement Learning	CodeCode Available	1
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function Discovery	Jun 21, 2024	regressionSymbolic Regression	CodeCode Available	1
Discovering State Variables Hidden in Experimental Data	Dec 20, 2021	Symbolic Regression	CodeCode Available	1
Deep Learning and Symbolic Regression for Discovering Parametric Equations	Jul 1, 2022	BIG-bench Machine LearningDeep Learning	CodeCode Available	1
A Transformer Model for Symbolic Regression towards Scientific Discovery	Dec 7, 2023	regressionscientific discovery	CodeCode Available	1

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