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Symbolic Regression

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

Papers

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Showing 1–25 of 418 papers

TitleStatusHype
EvoGP: A GPU-accelerated Framework for Tree-based Genetic ProgrammingCode7
On Neural Differential EquationsCode5
DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid SpacesCode4
Recent Advances on Machine Learning for Computational Fluid Dynamics: A SurveyCode3
Physical Symbolic OptimizationCode3
Class Symbolic Regression: Gotta Fit 'Em AllCode3
An end-to-end strategy for recovering a free-form potential from a snapshot of stellar coordinatesCode3
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical lawsCode3
A Neural Symbolic Model for Space PhysicsCode2
SymbolFit: Automatic Parametric Modeling with Symbolic RegressionCode2
Discovering symbolic expressions with parallelized tree searchCode2
Interpretable Machine Learning for Science with PySR and SymbolicRegression.jlCode2
Discovering Symbolic Models from Deep Learning with Inductive BiasesCode2
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrumCode1
Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold NetworksCode1
TinyverseGP: Towards a Modular Cross-domain Benchmarking Framework for Genetic ProgrammingCode1
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose DegradationCode1
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design FrameworkCode1
SyMANTIC: An Efficient Symbolic Regression Method for Interpretable and Parsimonious Model Discovery in Science and BeyondCode1
syren-new: Precise formulae for the linear and nonlinear matter power spectra with massive neutrinos and dynamical dark energyCode1
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
In-Context Symbolic Regression: Leveraging Large Language Models for Function DiscoveryCode1
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