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Symbolic Regression

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

Papers

Showing 326350 of 418 papers

TitleStatusHype
Library Learning for Neurally-Guided Bayesian Program Induction0
Linear Combination of Distance Measures for Surrogate Models in Genetic Programming0
LLM-Meta-SR: Learning to Evolve Selection Operators for Symbolic Regression0
Local Optimization Often is Ill-conditioned in Genetic Programming for Symbolic Regression0
Logic Guided Genetic Algorithms0
Macro-Economic Time Series Modeling and Interaction Networks0
MATE: A Model-based Algorithm Tuning Engine0
MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation0
MLLM-SR: Conversational Symbolic Regression base Multi-Modal Large Language Models0
Model-based Policy Optimization using Symbolic World Model0
Modeling Melt Pool Features and Spatter Using Symbolic Regression and Machine Learning0
Modified Soft Brood Crossover in Genetic Programming0
Multi-Representation Genetic Programming: A Case Study on Tree-based and Linear Representations0
NeoSySPArtaN: A Neuro-Symbolic Spin Prediction Architecture for higher-order multipole waveforms from eccentric Binary Black Hole mergers using Numerical Relativity0
Neural-Network-Directed Genetic Programmer for Discovery of Governing Equations0
Neural Network-Guided Symbolic Regression for Interpretable Descriptor Discovery in Perovskite Catalysts0
Toward Physically Plausible Data-Driven Models: A Novel Neural Network Approach to Symbolic Regression0
Interpretable Non-linear Survival Analysis with Evolutionary Symbolic RegressionCode0
Empowering Machines to Think Like Chemists: Unveiling Molecular Structure-Polarity Relationships with Hierarchical Symbolic RegressionCode0
TMPNN: High-Order Polynomial Regression Based on Taylor Map FactorizationCode0
CTR-KAN: KAN for Adaptive High-Order Feature Interaction ModelingCode0
Interpretable Scientific Discovery with Symbolic Regression: A ReviewCode0
Automated Modeling Method for Pathloss Model DiscoveryCode0
Augmenting astrophysical scaling relations with machine learning: application to reducing the Sunyaev-Zeldovich flux-mass scatterCode0
Interpreting Microbiome Relative Abundance Data Using Symbolic RegressionCode0
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