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Symbolic Regression

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

Papers

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Showing 176–200 of 418 papers

TitleStatusHype
MLLM-SR: Conversational Symbolic Regression base Multi-Modal Large Language Models—0
Accelerating evolutionary exploration through language model-based transfer learning—0
Expressive Symbolic Regression for Interpretable Models of Discrete-Time Dynamical Systems—0
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming—0
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability—0
Discovering an interpretable mathematical expression for a full wind-turbine wake with artificial intelligence enhanced symbolic regression—0
Shape Constraints in Symbolic Regression using Penalized Least Squares—0
Explainable Data-driven Modeling of Adsorption Energy in Heterogeneous CatalysisCode0
Symbolic Regression for Beyond the Standard Model Physics—0
Multi-Representation Genetic Programming: A Case Study on Tree-based and Linear Representations—0
AI-driven, Model-Free Current Control: A Deep Symbolic Approach for Optimal Induction Machine Performance—0
A Machine Learning-based Approach for Solving Recurrence Relations and its use in Cost Analysis of Logic Programs—0
Sharpness-Aware Minimization for Evolutionary Feature Construction in Regression—0
ISR: Invertible Symbolic Regression—0
Integrating knowledge-guided symbolic regression and model-based design of experiments to automate process flow diagram development—0
Discovering intrinsic multi-compartment pharmacometric models using Physics Informed Neural Networks—0
Learning Governing Equations of Unobserved States in Dynamical Systems—0
The Inefficiency of Genetic Programming for Symbolic Regression -- Extended Version—0
Generalizing the SINDy approach with nested neural networks—0
Prove Symbolic Regression is NP-hard by Symbol Graph—0
Leveraging Symbolic Regression for Heuristic Design in the Traveling Thief Problem—0
Discovering Nuclear Models from Symbolic Machine Learning—0
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form EquationsCode0
Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning—0
Automated discovery of symbolic laws governing skill acquisition from naturally occurring dataCode0
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