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Symbolic Regression

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

Papers

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Showing 251–275 of 418 papers

TitleStatusHype
Steel Phase Kinetics Modeling using Symbolic Regression—0
A PINN Approach to Symbolic Differential Operator Discovery with Sparse Data—0
SRSD: Rethinking Datasets of Symbolic Regression for Scientific DiscoveryCode1
P(Expression|Grammar): Probability of deriving an algebraic expression with a probabilistic context-free grammar—0
A Generic Approach for Reproducible Model DistillationCode0
Exhaustive Symbolic RegressionCode1
Interpretable Scientific Discovery with Symbolic Regression: A ReviewCode0
Finding active galactic nuclei through FinkCode1
Is the Machine Smarter than the Theorist: Deriving Formulas for Particle Kinematics with Symbolic Regression—0
Generalizability of Functional Forms for Interatomic Potential Models Discovered by Symbolic Regression—0
AI-Assisted Discovery of Quantitative and Formal Models in Social ScienceCode0
Shape-constrained Symbolic Regression with NSGA-III—0
Symbolic Regression with Fast Function Extraction and Nonlinear Least Squares Optimization—0
Prediction Intervals and Confidence Regions for Symbolic Regression Models based on Likelihood Profiles—0
A computational framework for physics-informed symbolic regression with straightforward integration of domain knowledgeCode1
The SZ flux-mass (Y-M) relation at low halo masses: improvements with symbolic regression and strong constraints on baryonic feedbackCode0
Symplectically Integrated Symbolic Regression of Hamiltonian Dynamical Systems—0
Local Optimization Often is Ill-conditioned in Genetic Programming for Symbolic Regression—0
Lexicase Selection at Scale—0
Interpretable Polynomial Neural Ordinary Differential Equations—0
What can we Learn by Predicting Accuracy?—0
Automated discovery of interpretable gravitational-wave population modelsCode0
Symbolic Regression is NP-hard—0
Deep Learning and Symbolic Regression for Discovering Parametric EquationsCode1
Understanding Physical Effects for Effective Tool-use—0
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