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Symbolic Regression

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

Papers

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Showing 326–350 of 418 papers

TitleStatusHype
Improving exploration in policy gradient search: Application to symbolic optimizationCode1
Predicting Friction System Performance with Symbolic Regression and Genetic Programming with Factor Variables—0
Incorporating domain knowledge into neural-guided search—0
Machine learning of Kondo physics using variational autoencoders and symbolic regressionCode0
Identification of Dynamical Systems using Symbolic Regression—0
Inferring the Structure of Ordinary Differential Equations—0
SymbolicGPT: A Generative Transformer Model for Symbolic RegressionCode1
A data-based comparative review and AI-driven symbolic model for longitudinal dispersion coefficient in natural streams—0
Neural Symbolic Regression that ScalesCode1
Incorporating domain knowledge into neural-guided search via in situ priors and constraints—0
Physical Constraint Embedded Neural Networks for inference and noise regulation—0
A Symbolic Regression Method for Dynamic Modeling and Control of Quadrotor UAVs—0
Distilling Wikipedia mathematical knowledge into neural network models—0
An Approach to Symbolic Regression Using Feyn—0
Shape-constrained Symbolic Regression -- Improving Extrapolation with Prior Knowledge—0
Symbolic regression outperforms other models for small data setsCode0
Zoetrope Genetic Programming for Regression—0
Symbolic regression for scientific discovery: an application to wind speed forecastingCode1
Data-driven formulation of natural laws by recursive-LASSO-based symbolic regression—0
Learning Symbolic Expressions: Mixed-Integer Formulations, Cuts, and Heuristics—0
A Bayesian-Symbolic Approach to Learning and Reasoning for Intuitive Physics—0
Learning Symbolic Expressions via Gumbel-Max Equation Learner Networks—0
Probabilistic Grammars for Equation DiscoveryCode1
Conjecturing-Based Discovery of Patterns in DataCode1
Logic Guided Genetic Algorithms—0
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