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Symbolic Regression

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

Papers

Showing 110 of 418 papers

TitleStatusHype
Neural Network-Guided Symbolic Regression for Interpretable Descriptor Discovery in Perovskite Catalysts0
Discovering the underlying analytic structure within Standard Model constants using artificial intelligenceCode0
H-FEX: A Symbolic Learning Method for Hamiltonian Systems0
Structured Kolmogorov-Arnold Neural ODEs for Interpretable Learning and Symbolic Discovery of Nonlinear DynamicsCode0
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrumCode1
Improving Memory Efficiency for Training KANs via Meta LearningCode0
Sparse Interpretable Deep Learning with LIES Networks for Symbolic RegressionCode0
DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience0
Diffusion-Based Symbolic Regression0
Automated Modeling Method for Pathloss Model DiscoveryCode0
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