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Symbolic Regression

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

Papers

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Showing 351–375 of 418 papers

TitleStatusHype
Discovering intrinsic multi-compartment pharmacometric models using Physics Informed Neural Networks—0
Discovering Local Binary Pattern Equation for Foreground Object Removal in Videos—0
Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search—0
Discovering Nuclear Models from Symbolic Machine Learning—0
Discovering Physics Laws of Dynamical Systems via Invariant Function Learning—0
Discovering Symbolic Laws Directly from Trajectories with Hamiltonian Graph Neural Networks—0
Discovery of structure-property relations for molecules via hypothesis-driven active learning over the chemical space—0
Distilling Reinforcement Learning Policies for Interpretable Robot Locomotion: Gradient Boosting Machines and Symbolic Regression—0
Distilling Wikipedia mathematical knowledge into neural network models—0
DN-CL: Deep Symbolic Regression against Noise via Contrastive Learning—0
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems—0
DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience—0
Effective Adaptive Mutation Rates for Program Synthesis—0
Elite Bases Regression: A Real-time Algorithm for Symbolic Regression—0
Embedding Domain-Specific Knowledge from LLMs into the Feature Engineering Pipeline—0
Enhancing Symbolic Regression and Universal Physics-Informed Neural Networks with Dimensional Analysis—0
Estimation of total body fat using symbolic regression and evolutionary algorithms—0
Evaluating K-Fold Cross Validation for Transformer Based Symbolic Regression Models—0
Evolvability Degeneration in Multi-Objective Genetic Programming for Symbolic Regression—0
ExAMPC: the Data-Driven Explainable and Approximate NMPC with Physical Insights—0
Explainable Artificial Intelligence for Exhaust Gas Temperature of Turbofan Engines—0
Explainable Machine Learning Control -- robust control and stability analysis—0
Explainable machine learning identifies multi-omics signatures of muscle response to spaceflight in mice—0
Exploration and Exploitation in Symbolic Regression using Quality-Diversity and Evolutionary Strategies Algorithms—0
Exploring Hidden Semantics in Neural Networks with Symbolic Regression—0
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