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Symbolic Regression

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

Papers

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Showing 101–125 of 418 papers

TitleStatusHype
Data-driven formulation of natural laws by recursive-LASSO-based symbolic regression—0
Data Aggregation for Reducing Training Data in Symbolic Regression—0
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression—0
Correlation versus RMSE Loss Functions in Symbolic Regression Tasks—0
Data-Informed Model Complexity Metric for Optimizing Symbolic Regression Models—0
Data Mining using Unguided Symbolic Regression on a Blast Furnace Dataset—0
D-CODE: Discovering Closed-form ODEs from Observed Trajectories—0
Controllable Neural Symbolic Regression—0
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search—0
A PINN Approach to Symbolic Differential Operator Discovery with Sparse Data—0
Deep Neural Network for Constraint Acquisition through Tailored Loss Function—0
Deep symbolic regression—0
RSRM: Reinforcement Symbolic Regression Machine—0
Deep Symbolic Regression for Recurrent Sequences—0
Discovering Symbolic Laws Directly from Trajectories with Hamiltonian Graph Neural Networks—0
DeQompile: quantum circuit decompilation using genetic programming for explainable quantum architecture search—0
Discovery of structure-property relations for molecules via hypothesis-driven active learning over the chemical space—0
Differentiable Genetic Programming—0
Differentiable Genetic Programming for High-dimensional Symbolic Regression—0
Diffusion-Based Symbolic Regression—0
DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience—0
Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era—0
Discovering an interpretable mathematical expression for a full wind-turbine wake with artificial intelligence enhanced symbolic regression—0
Discovering a reaction-diffusion model for Alzheimer's disease by combining PINNs with symbolic regression—0
A Novel ML-driven Test Case Selection Approach for Enhancing the Performance of Grammatical Evolution—0
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