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Symbolic Regression

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

Papers

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Showing 76–100 of 418 papers

TitleStatusHype
A computational framework for physics-informed symbolic regression with straightforward integration of domain knowledgeCode1
SR-Forest: A Genetic Programming based Heterogeneous Ensemble Learning MethodCode1
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrumCode1
Automated discovery of symbolic laws governing skill acquisition from naturally occurring dataCode0
Automated discovery of interpretable gravitational-wave population modelsCode0
Augmenting astrophysical scaling relations with machine learning: application to reducing the Sunyaev-Zeldovich flux-mass scatterCode0
Neural-Guided Symbolic Regression with Asymptotic ConstraintsCode0
Minimum variance threshold for epsilon-lexicase selectionCode0
A Seq2Seq approach to Symbolic RegressionCode0
Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large pCode0
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation FunctionsCode0
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic RegressionCode0
A Reinforcement Learning Approach to Domain-Knowledge Inclusion Using Grammar Guided Symbolic RegressionCode0
Machine learning of Kondo physics using variational autoencoders and symbolic regressionCode0
DALex: Lexicase-like Selection via Diverse AggregationCode0
A probabilistic and multi-objective analysis of lexicase selection and epsilon-lexicase selectionCode0
Interpretable Scientific Discovery with Symbolic Regression: A ReviewCode0
Interpreting Microbiome Relative Abundance Data Using Symbolic RegressionCode0
Context Matters: Adaptive Mutation for GrammarsCode0
Materials-Discovery Workflows Guided by Symbolic Regression: Identifying Acid-Stable Oxides for ElectrocatalysisCode0
Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement LearningCode0
Interaction-Transformation Evolutionary Algorithm for Symbolic RegressionCode0
Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive HashingCode0
Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific DiscoveryCode0
Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data setCode0
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