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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
AI-Lorenz: A physics-data-driven framework for black-box and gray-box identification of chaotic systems with symbolic regressionCode1
Efficient Generator of Mathematical Expressions for Symbolic RegressionCode1
Discovering State Variables Hidden in Experimental DataCode1
Rethinking Symbolic Regression Datasets and Benchmarks for Scientific DiscoveryCode1
End-to-end symbolic regression with transformersCode1
SyMANTIC: An Efficient Symbolic Regression Method for Interpretable and Parsimonious Model Discovery in Science and BeyondCode1
SymbolicGPT: A Generative Transformer Model for Symbolic RegressionCode1
A Transformer Model for Symbolic Regression towards Scientific DiscoveryCode1
Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming SeedingCode1
Symbolic Regression via Neural-Guided Genetic Programming Population SeedingCode1
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function DiscoveryCode1
Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold NetworksCode1
Deep Learning and Symbolic Regression for Discovering Parametric EquationsCode1
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradientsCode1
Contemporary Symbolic Regression Methods and their Relative PerformanceCode1
Conjecturing-Based Discovery of Patterns in DataCode1
Deep Generative Symbolic RegressionCode1
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose DegradationCode1
Dimensionless machine learning: Imposing exact units equivarianceCode1
LLM-SR: Scientific Equation Discovery via Programming with Large Language ModelsCode1
Exhaustive Symbolic RegressionCode1
Finding active galactic nuclei through FinkCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
In-Context Symbolic Regression: Leveraging Large Language Models for Function DiscoveryCode1
The Causal Chambers: Real Physical Systems as a Testbed for AI MethodologyCode1
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