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Symbolic Regression

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

Papers

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Showing 21–30 of 418 papers

TitleStatusHype
TorchSISSO: A PyTorch-Based Implementation of the Sure Independence Screening and Sparsifying Operator for Efficient and Interpretable Model DiscoveryCode1
Symbolic Regression with a Learned Concept LibraryCode1
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function DiscoveryCode1
No One-Size-Fits-All Neurons: Task-based Neurons for Artificial Neural NetworksCode1
LLM-SR: Scientific Equation Discovery via Programming with Large Language ModelsCode1
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
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