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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
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical lawsCode3
Recent Advances on Machine Learning for Computational Fluid Dynamics: A SurveyCode3
An end-to-end strategy for recovering a free-form potential from a snapshot of stellar coordinatesCode3
Class Symbolic Regression: Gotta Fit 'Em AllCode3
Physical Symbolic OptimizationCode3
Discovering Symbolic Models from Deep Learning with Inductive BiasesCode2
SymbolFit: Automatic Parametric Modeling with Symbolic RegressionCode2
Interpretable Machine Learning for Science with PySR and SymbolicRegression.jlCode2
A Neural Symbolic Model for Space PhysicsCode2
Discovering symbolic expressions with parallelized tree searchCode2
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
Chaos as an interpretable benchmark for forecasting and data-driven modellingCode1
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