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Symbolic Regression

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

Papers

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Showing 376–400 of 418 papers

TitleStatusHype
Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive HashingCode0
SA-GAT-SR: Self-Adaptable Graph Attention Networks with Symbolic Regression for high-fidelity material property predictionCode0
Context Matters: Adaptive Mutation for GrammarsCode0
In Context Learning and Reasoning for Symbolic Regression with Large Language ModelsCode0
Improving Memory Efficiency for Training KANs via Meta LearningCode0
Machine learning of Kondo physics using variational autoencoders and symbolic regressionCode0
seqKAN: Sequence processing with Kolmogorov-Arnold NetworksCode0
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form EquationsCode0
Materials-Discovery Workflows Guided by Symbolic Regression: Identifying Acid-Stable Oxides for ElectrocatalysisCode0
Symbolic Regression in Materials Science: Discovering Interatomic Potentials from DataCode0
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation FunctionsCode0
Minimum variance threshold for epsilon-lexicase selectionCode0
Symbolic regression by uniform random global searchCode0
Improving Genetic Programming for Symbolic Regression with Equality GraphsCode0
Grammar Variational AutoencoderCode0
Where are we now? A large benchmark study of recent symbolic regression methodsCode0
Transfer learning for semantic similarity measures based on symbolic regressionCode0
Transformation-Interaction-Rational Representation for Symbolic RegressionCode0
Glyph: Symbolic Regression ToolsCode0
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial EquationsCode0
Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation DiscoveryCode0
GFN-SR: Symbolic Regression with Generative Flow NetworksCode0
Solving the 2D Advection-Diffusion Equation using Fixed-Depth Symbolic Regression and Symbolic Differentiation without Expression TreesCode0
Neural-Guided Symbolic Regression with Asymptotic ConstraintsCode0
Solving the Exponential Growth of Symbolic Regression Trees in Geometric Semantic Genetic ProgrammingCode0
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