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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
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search—0
A Review on Symbolic Regression in Power Systems: Methods, Applications, and Future Directions—0
D-CODE: Discovering Closed-form ODEs from Observed Trajectories—0
A representation learning approach to probe for dynamical dark energy in matter power spectra—0
Data Mining using Unguided Symbolic Regression on a Blast Furnace Dataset—0
Data-Informed Model Complexity Metric for Optimizing Symbolic Regression Models—0
Data-driven PDE discovery with evolutionary approach—0
Data-driven HVAC Control Using Symbolic Regression: Design and Implementation—0
A Probabilistic Linear Genetic Programming with Stochastic Context-Free Grammar for solving Symbolic Regression problems—0
Alleviating Overfitting in Transformation-Interaction-Rational Symbolic Regression with Multi-Objective Optimization—0
Data-driven formulation of natural laws by recursive-LASSO-based symbolic regression—0
Hash-Based Tree Similarity and Simplification in Genetic Programming for Symbolic Regression—0
Data Aggregation for Reducing Training Data in Symbolic Regression—0
Correlation versus RMSE Loss Functions in Symbolic Regression Tasks—0
GSR: A Generalized Symbolic Regression Approach—0
Controllable Neural Symbolic Regression—0
Grammar-based Ordinary Differential Equation Discovery—0
GPTIPS 2: an open-source software platform for symbolic data mining—0
GPT-Guided Monte Carlo Tree Search for Symbolic Regression in Financial Fraud Detection—0
Symbolic Regression on Sparse and Noisy Data with Gaussian Processes—0
A PINN Approach to Symbolic Differential Operator Discovery with Sparse Data—0
Guided Evolution with Binary Discriminators for ML Program Search—0
Guiding Genetic Programming with Graph Neural Networks—0
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression—0
Active Learning in Symbolic Regression with Physical Constraints—0
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