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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
In-Context Symbolic Regression: Leveraging Large Language Models for Function DiscoveryCode1
The Causal Chambers: Real Physical Systems as a Testbed for AI MethodologyCode1
MMSR: Symbolic Regression is a Multi-Modal Information Fusion TaskCode1
syren-halofit: A fast, interpretable, high-precision formula for the ΛCDM nonlinear matter power spectrumCode1
Opening the AI black box: program synthesis via mechanistic interpretabilityCode1
Sym-Q: Adaptive Symbolic Regression via Sequential Decision-MakingCode1
Multi-View Symbolic RegressionCode1
Deep Generative Symbolic RegressionCode1
AI-Lorenz: A physics-data-driven framework for black-box and gray-box identification of chaotic systems with symbolic regressionCode1
A Transformer Model for Symbolic Regression towards Scientific DiscoveryCode1
A precise symbolic emulator of the linear matter power spectrumCode1
Machine-Guided Discovery of a Real-World Rogue Wave ModelCode1
Machine learning in physics: a short guideCode1
ODEFormer: Symbolic Regression of Dynamical Systems with TransformersCode1
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-trainingCode1
AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box IdentificationCode1
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from DataCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
Introducing Thermodynamics-Informed Symbolic Regression -- A Tool for Thermodynamic Equations of State DevelopmentCode1
Transformer-based Planning for Symbolic RegressionCode1
Efficient Generator of Mathematical Expressions for Symbolic RegressionCode1
SR-Forest: A Genetic Programming based Heterogeneous Ensemble Learning MethodCode1
On the functional form of the radial acceleration relationCode1
SRSD: Rethinking Datasets of Symbolic Regression for Scientific DiscoveryCode1
Exhaustive Symbolic RegressionCode1
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