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Symbolic Regression

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

Papers

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Showing 51–75 of 418 papers

TitleStatusHype
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
Transformer Semantic Genetic Programming for Symbolic Regression—0
Data-Informed Model Complexity Metric for Optimizing Symbolic Regression Models—0
Improving Genetic Programming for Symbolic Regression with Equality GraphsCode0
rEGGression: an Interactive and Agnostic Tool for the Exploration of Symbolic Regression ModelsCode0
The Road to Learning Explainable Inverse Kinematic Models: Graph Neural Networks as Inductive Bias for Symbolic Regression—0
EvoGP: A GPU-accelerated Framework for Tree-based Genetic ProgrammingCode7
Modeling Melt Pool Features and Spatter Using Symbolic Regression and Machine Learning—0
NOMTO: Neural Operator-based symbolic Model approximaTion and discOvery—0
An Empirical Wall-Pressure Spectrum Model for Aeroacoustic Predictions Based on Symbolic Regression—0
Inferring Interpretable Models of Fragmentation Functions using Symbolic Regression—0
Data driven discovery of human mobility modelsCode0
Alleviating Overfitting in Transformation-Interaction-Rational Symbolic Regression with Multi-Objective Optimization—0
Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement LearningCode0
DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid SpacesCode4
ViSymRe: Vision-guided Multimodal Symbolic Regression—0
Materials-Discovery Workflows Guided by Symbolic Regression: Identifying Acid-Stable Oxides for ElectrocatalysisCode0
Benchmarking symbolic regression constant optimization schemes—0
Enhancing Symbolic Regression and Universal Physics-Informed Neural Networks with Dimensional Analysis—0
Reinforced Symbolic Learning with Logical Constraints for Predicting Turbine Blade Fatigue Life—0
SymbolFit: Automatic Parametric Modeling with Symbolic RegressionCode2
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression—0
GPT-Guided Monte Carlo Tree Search for Symbolic Regression in Financial Fraud Detection—0
Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length—0
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