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Symbolic Regression

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

Papers

Showing 151200 of 418 papers

TitleStatusHype
In Context Learning and Reasoning for Symbolic Regression with Large Language ModelsCode0
Automated Modeling Method for Pathloss Model DiscoveryCode0
Improving Genetic Programming for Symbolic Regression with Equality GraphsCode0
Machine learning of Kondo physics using variational autoencoders and symbolic regressionCode0
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic RegressionCode0
Discovering dynamical laws for speech gestures0
Discovering Car-following Dynamics from Trajectory Data through Deep Learning0
Automated Learning of Interpretable Models with Quantified Uncertainty0
Discovering a reaction-diffusion model for Alzheimer's disease by combining PINNs with symbolic regression0
Discovering an interpretable mathematical expression for a full wind-turbine wake with artificial intelligence enhanced symbolic regression0
A Machine Learning-based Approach for Solving Recurrence Relations and its use in Cost Analysis of Logic Programs0
Diffusion-Based Symbolic Regression0
Differentiable Genetic Programming for High-dimensional Symbolic Regression0
Alpha Zero for Physics: Application of Symbolic Regression with Alpha Zero to find the analytical methods in physics0
A divide and conquer method for symbolic regression0
Differentiable Genetic Programming0
Developing Postfix-GP Framework for Symbolic Regression Problems0
DeQompile: quantum circuit decompilation using genetic programming for explainable quantum architecture search0
A Symbolic Regression Method for Dynamic Modeling and Control of Quadrotor UAVs0
A Low-Cost Robot Science Kit for Education with Symbolic Regression for Hypothesis Discovery and Validation0
Deep Symbolic Regression for Recurrent Sequences0
Deep symbolic regression0
Deep Neural Network for Constraint Acquisition through Tailored Loss Function0
A Search for the Underlying Equation Governing Similar Systems0
All You Need Is Sex for Diversity0
ADAM-SINDy: An Efficient Optimization Framework for Parameterized Nonlinear Dynamical System Identification0
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search0
A Review on Symbolic Regression in Power Systems: Methods, Applications, and Future Directions0
D-CODE: Discovering Closed-form ODEs from Observed Trajectories0
A representation learning approach to probe for dynamical dark energy in matter power spectra0
Data Mining using Unguided Symbolic Regression on a Blast Furnace Dataset0
Data-Informed Model Complexity Metric for Optimizing Symbolic Regression Models0
Data-driven PDE discovery with evolutionary approach0
Data-driven HVAC Control Using Symbolic Regression: Design and Implementation0
A Probabilistic Linear Genetic Programming with Stochastic Context-Free Grammar for solving Symbolic Regression problems0
Alleviating Overfitting in Transformation-Interaction-Rational Symbolic Regression with Multi-Objective Optimization0
Data-driven formulation of natural laws by recursive-LASSO-based symbolic regression0
Hash-Based Tree Similarity and Simplification in Genetic Programming for Symbolic Regression0
Data Aggregation for Reducing Training Data in Symbolic Regression0
Correlation versus RMSE Loss Functions in Symbolic Regression Tasks0
GSR: A Generalized Symbolic Regression Approach0
Controllable Neural Symbolic Regression0
Grammar-based Ordinary Differential Equation Discovery0
GPTIPS 2: an open-source software platform for symbolic data mining0
GPT-Guided Monte Carlo Tree Search for Symbolic Regression in Financial Fraud Detection0
Symbolic Regression on Sparse and Noisy Data with Gaussian Processes0
Guided Evolution with Binary Discriminators for ML Program Search0
Guiding Genetic Programming with Graph Neural Networks0
A PINN Approach to Symbolic Differential Operator Discovery with Sparse Data0
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression0
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