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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
GFN-SR: Symbolic Regression with Generative Flow NetworksCode0
Explainable Fraud Detection with Deep Symbolic ClassificationCode0
Calabi-Yau Four/Five/Six-folds as P^n_w Hypersurfaces: Machine Learning, Approximation, and GenerationCode0
A precise symbolic emulator of the linear matter power spectrumCode1
Alpha Zero for Physics: Application of Symbolic Regression with Alpha Zero to find the analytical methods in physics—0
Machine-Guided Discovery of a Real-World Rogue Wave ModelCode1
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation FunctionsCode0
Symbolic Regression as Feature Engineering Method for Machine and Deep Learning Regression Tasks—0
Interpretable Neural PDE Solvers using Symbolic Frameworks—0
Optimal Inflationary Potentials—0
A representation learning approach to probe for dynamical dark energy in matter power spectra—0
Machine learning in physics: a short guideCode1
Discovering Interpretable Physical Models using Symbolic Regression and Discrete Exterior Calculus—0
On sparse regression, Lp-regularization, and automated model discovery—0
ODEFormer: Symbolic Regression of Dynamical Systems with TransformersCode1
ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global OptimizationCode0
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-trainingCode1
AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box IdentificationCode1
Explainable machine learning identifies multi-omics signatures of muscle response to spaceflight in mice—0
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from DataCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
Symbolic Regression on Sparse and Noisy Data with Gaussian Processes—0
Racing Control Variable Genetic Programming for Symbolic RegressionCode0
Introducing Thermodynamics-Informed Symbolic Regression -- A Tool for Thermodynamic Equations of State DevelopmentCode1
Bayesian polynomial neural networks and polynomial neural ordinary differential equations—0
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