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Symbolic Regression

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

Papers

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Showing 11–20 of 418 papers

TitleStatusHype
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
SyMANTIC: An Efficient Symbolic Regression Method for Interpretable and Parsimonious Model Discovery in Science and BeyondCode1
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design FrameworkCode1
syren-new: Precise formulae for the linear and nonlinear matter power spectra with massive neutrinos and dynamical dark energyCode1
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