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Symbolic Regression

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

Papers

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Showing 51–75 of 418 papers

TitleStatusHype
Finding active galactic nuclei through FinkCode1
A computational framework for physics-informed symbolic regression with straightforward integration of domain knowledgeCode1
Deep Learning and Symbolic Regression for Discovering Parametric EquationsCode1
Rethinking Symbolic Regression Datasets and Benchmarks for Scientific DiscoveryCode1
SymFormer: End-to-end symbolic regression using transformer-based architectureCode1
End-to-end symbolic regression with transformersCode1
Dimensionless machine learning: Imposing exact units equivarianceCode1
Symbolic Learning to Optimize: Towards Interpretability and ScalabilityCode1
Discovering State Variables Hidden in Experimental DataCode1
Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming SeedingCode1
Symbolic Regression via Neural-Guided Genetic Programming Population SeedingCode1
Chaos as an interpretable benchmark for forecasting and data-driven modellingCode1
Multi Expression Programming -- an in-depth descriptionCode1
AI Descartes: Combining Data and Theory for Derivable Scientific DiscoveryCode1
Contemporary Symbolic Regression Methods and their Relative PerformanceCode1
Improving exploration in policy gradient search: Application to symbolic optimizationCode1
SymbolicGPT: A Generative Transformer Model for Symbolic RegressionCode1
Neural Symbolic Regression that ScalesCode1
Symbolic regression for scientific discovery: an application to wind speed forecastingCode1
Probabilistic Grammars for Equation DiscoveryCode1
Conjecturing-Based Discovery of Patterns in DataCode1
OccamNet: A Fast Neural Model for Symbolic Regression at ScaleCode1
AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularityCode1
Learning a Formula of Interpretability to Learn Interpretable FormulasCode1
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradientsCode1
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