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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
Learning a Formula of Interpretability to Learn Interpretable FormulasCode1
Machine learning in physics: a short guideCode1
MMSR: Symbolic Regression is a Multi-Modal Information Fusion TaskCode1
Multi Expression ProgrammingCode1
Multi Expression Programming -- an in-depth descriptionCode1
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design FrameworkCode1
AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box IdentificationCode1
Efficient Generator of Mathematical Expressions for Symbolic RegressionCode1
End-to-end symbolic regression with transformersCode1
Dimensionless machine learning: Imposing exact units equivarianceCode1
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose DegradationCode1
Deep Learning and Symbolic Regression for Discovering Parametric EquationsCode1
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradientsCode1
Discovering State Variables Hidden in Experimental DataCode1
Conjecturing-Based Discovery of Patterns in DataCode1
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from DataCode1
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function DiscoveryCode1
Contemporary Symbolic Regression Methods and their Relative PerformanceCode1
Exhaustive Symbolic RegressionCode1
Improving exploration in policy gradient search: Application to symbolic optimizationCode1
In-Context Symbolic Regression: Leveraging Large Language Models for Function DiscoveryCode1
AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularityCode1
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrumCode1
A precise symbolic emulator of the linear matter power spectrumCode1
Chaos as an interpretable benchmark for forecasting and data-driven modellingCode1
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