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Symbolic Regression

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

Papers

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Showing 126–150 of 418 papers

TitleStatusHype
A Machine Learning-based Approach for Solving Recurrence Relations and its use in Cost Analysis of Logic Programs—0
ISR: Invertible Symbolic Regression—0
Integrating knowledge-guided symbolic regression and model-based design of experiments to automate process flow diagram development—0
No One-Size-Fits-All Neurons: Task-based Neurons for Artificial Neural NetworksCode1
Discovering intrinsic multi-compartment pharmacometric models using Physics Informed Neural Networks—0
In-Context Symbolic Regression: Leveraging Large Language Models for Function DiscoveryCode1
Learning Governing Equations of Unobserved States in Dynamical Systems—0
LLM-SR: Scientific Equation Discovery via Programming with Large Language ModelsCode1
The Inefficiency of Genetic Programming for Symbolic Regression -- Extended Version—0
Generalizing the SINDy approach with nested neural networks—0
Prove Symbolic Regression is NP-hard by Symbol Graph—0
Leveraging Symbolic Regression for Heuristic Design in the Traveling Thief Problem—0
The Causal Chambers: Real Physical Systems as a Testbed for AI MethodologyCode1
Discovering Nuclear Models from Symbolic Machine Learning—0
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form EquationsCode0
Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning—0
Minimum variance threshold for epsilon-lexicase selectionCode0
Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive HashingCode0
Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data setCode0
Automated discovery of symbolic laws governing skill acquisition from naturally occurring dataCode0
Distilling Reinforcement Learning Policies for Interpretable Robot Locomotion: Gradient Boosting Machines and Symbolic Regression—0
Deep Neural Network for Constraint Acquisition through Tailored Loss Function—0
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
Order Estimation of Linear-Phase FIR Filters for DAC Equalization in Multiple Nyquist Bands—0
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