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Symbolic Regression

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

Papers

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Showing 201–250 of 418 papers

TitleStatusHype
Discovering Local Binary Pattern Equation for Foreground Object Removal in Videos—0
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic RegressionCode0
TMPNN: High-Order Polynomial Regression Based on Taylor Map FactorizationCode0
Discovering interpretable elastoplasticity models via the neural polynomial method enabled symbolic regressions—0
Towards Vertical Privacy-Preserving Symbolic Regression via Secure Multiparty Computation—0
NeoSySPArtaN: A Neuro-Symbolic Spin Prediction Architecture for higher-order multipole waveforms from eccentric Binary Black Hole mergers using Numerical Relativity—0
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs—0
Discovering a reaction-diffusion model for Alzheimer's disease by combining PINNs with symbolic regression—0
Discovering Symbolic Laws Directly from Trajectories with Hamiltonian Graph Neural Networks—0
Transfer learning for semantic similarity measures based on symbolic regressionCode0
Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation DiscoveryCode0
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning—0
A Melting Pot of Evolution and Learning—0
Scalable Neural Symbolic Regression using Control Variables—0
MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation—0
Information Fusion via Symbolic Regression: A Tutorial in the Context of Human Health—0
An end-to-end strategy for recovering a free-form potential from a snapshot of stellar coordinatesCode3
Symbolic Regression via Control Variable Genetic ProgrammingCode0
RSRM: Reinforcement Symbolic Regression Machine—0
Probabilistic Lexicase SelectionCode0
A Framework Based on Symbolic Regression Coupled with eXtended Physics-Informed Neural Networks for Gray-Box Learning of Equations of Motion from Data—0
Active Learning in Symbolic Regression with Physical Constraints—0
Symbolic Regression on FPGAs for Fast Machine Learning Inference—0
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems—0
Interpretable Machine Learning for Science with PySR and SymbolicRegression.jlCode2
Controllable Neural Symbolic Regression—0
Differentiable Genetic Programming for High-dimensional Symbolic Regression—0
Untangling the Effects of Down-Sampling and Selection in Genetic Programming—0
Priors for symbolic regressionCode0
Data-driven HVAC Control Using Symbolic Regression: Design and Implementation—0
Interpretable Symbolic Regression for Data Science: Analysis of the 2022 Competition—0
All You Need Is Sex for Diversity—0
Context Matters: Adaptive Mutation for GrammarsCode0
Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approachCode0
Transformer-based Planning for Symbolic RegressionCode1
Symbolic Regression for PDEs using Pruned Differentiable Programs—0
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical lawsCode3
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search—0
Online Symbolic Regression with Informative Query—0
Efficient Generator of Mathematical Expressions for Symbolic RegressionCode1
Symbolic Metamodels for Interpreting Black-boxes Using Primitive Functions—0
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems—0
SR-Forest: A Genetic Programming based Heterogeneous Ensemble Learning MethodCode1
Genetic Programming Based Symbolic Regression for Analytical Solutions to Differential Equations—0
Learning Symbolic Models for Graph-structured Physical Mechanism—0
Toward Physically Plausible Data-Driven Models: A Novel Neural Network Approach to Symbolic Regression—0
Incorporating Background Knowledge in Symbolic Regression using a Computer Algebra System—0
Symbolic expression generation via Variational Auto-Encoder—0
On the functional form of the radial acceleration relationCode1
Discovery of structure-property relations for molecules via hypothesis-driven active learning over the chemical space—0
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