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Symbolic Regression

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

Papers

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Showing 26–50 of 418 papers

TitleStatusHype
Deep Learning and Symbolic Regression for Discovering Parametric EquationsCode1
AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box IdentificationCode1
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradientsCode1
LLM-SR: Scientific Equation Discovery via Programming with Large Language ModelsCode1
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose DegradationCode1
Machine-Guided Discovery of a Real-World Rogue Wave ModelCode1
Multi Expression ProgrammingCode1
OccamNet: A Fast Neural Model for Symbolic Regression at ScaleCode1
In-Context Symbolic Regression: Leveraging Large Language Models for Function DiscoveryCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
AI Descartes: Combining Data and Theory for Derivable Scientific DiscoveryCode1
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design FrameworkCode1
Introducing Thermodynamics-Informed Symbolic Regression -- A Tool for Thermodynamic Equations of State DevelopmentCode1
Chaos as an interpretable benchmark for forecasting and data-driven modellingCode1
Exhaustive Symbolic RegressionCode1
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from DataCode1
A Transformer Model for Symbolic Regression towards Scientific DiscoveryCode1
Contemporary Symbolic Regression Methods and their Relative PerformanceCode1
Finding active galactic nuclei through FinkCode1
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function DiscoveryCode1
Conjecturing-Based Discovery of Patterns in DataCode1
End-to-end symbolic regression with transformersCode1
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrumCode1
A precise symbolic emulator of the linear matter power spectrumCode1
Efficient Generator of Mathematical Expressions for Symbolic RegressionCode1
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