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Symbolic Regression

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

Papers

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Showing 1–25 of 418 papers

TitleStatusHype
EvoGP: A GPU-accelerated Framework for Tree-based Genetic ProgrammingCode7
On Neural Differential EquationsCode5
DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid SpacesCode4
An end-to-end strategy for recovering a free-form potential from a snapshot of stellar coordinatesCode3
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical lawsCode3
Class Symbolic Regression: Gotta Fit 'Em AllCode3
Physical Symbolic OptimizationCode3
Recent Advances on Machine Learning for Computational Fluid Dynamics: A SurveyCode3
SymbolFit: Automatic Parametric Modeling with Symbolic RegressionCode2
A Neural Symbolic Model for Space PhysicsCode2
Interpretable Machine Learning for Science with PySR and SymbolicRegression.jlCode2
Discovering symbolic expressions with parallelized tree searchCode2
Discovering Symbolic Models from Deep Learning with Inductive BiasesCode2
Dimensionless machine learning: Imposing exact units equivarianceCode1
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose DegradationCode1
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrumCode1
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradientsCode1
Discovering State Variables Hidden in Experimental DataCode1
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function DiscoveryCode1
Contemporary Symbolic Regression Methods and their Relative PerformanceCode1
AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box IdentificationCode1
Conjecturing-Based Discovery of Patterns in DataCode1
AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularityCode1
AI Feynman: a Physics-Inspired Method for Symbolic RegressionCode1
A precise symbolic emulator of the linear matter power spectrumCode1
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