| ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global Optimization | Oct 9, 2023 | global-optimizationregression | CodeCode Available | 0 |
| Interaction-Transformation Evolutionary Algorithm for Symbolic Regression | Feb 11, 2019 | regressionSymbolic Regression | CodeCode Available | 0 |
| A Seq2Seq approach to Symbolic Regression | Oct 17, 2020 | Benchmarkingregression | CodeCode Available | 0 |
| Accelerating Genetic Programming using GPUs | Oct 15, 2021 | Binary Classificationfeature selection | CodeCode Available | 0 |
| A Reinforcement Learning Approach to Domain-Knowledge Inclusion Using Grammar Guided Symbolic Regression | Feb 9, 2022 | regressionreinforcement-learning | CodeCode Available | 0 |
| Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach | Mar 22, 2023 | Model Discoveryregression | CodeCode Available | 0 |
| SymbolNet: Neural Symbolic Regression with Adaptive Dynamic Pruning for Compression | Jan 18, 2024 | Jet TaggingModel Compression | CodeCode Available | 0 |
| A probabilistic and multi-objective analysis of lexicase selection and epsilon-lexicase selection | Sep 15, 2017 | Program Synthesisregression | CodeCode Available | 0 |
| Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery | Dec 10, 2019 | Explainable Modelsregression | CodeCode Available | 0 |
| Priors for symbolic regression | Apr 13, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Discovering the underlying analytic structure within Standard Model constants using artificial intelligence | Jun 30, 2025 | Symbolic Regression | CodeCode Available | 0 |
| Probabilistic Lexicase Selection | May 19, 2023 | Program Synthesisregression | CodeCode Available | 0 |
| Univariate Skeleton Prediction in Multivariate Systems Using Transformers | Jun 25, 2024 | Predictionregression | CodeCode Available | 0 |
| Analysing the Influence of Reorder Strategies for Cartesian Genetic Programming | Oct 1, 2024 | Symbolic Regression | CodeCode Available | 0 |
| PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression | Jan 25, 2024 | Interpretable Machine Learningregression | CodeCode Available | 0 |
| P-Tree Programming | Jul 12, 2017 | General ClassificationProgram induction | CodeCode Available | 0 |
| AI-Assisted Discovery of Quantitative and Formal Models in Social Science | Oct 2, 2022 | counterfactualSociology | CodeCode Available | 0 |
| Racing Control Variable Genetic Programming for Symbolic Regression | Sep 13, 2023 | Deep Reinforcement Learningregression | CodeCode Available | 0 |
| Data driven discovery of human mobility models | Jan 10, 2025 | Symbolic Regression | CodeCode Available | 0 |
| Constructing Parsimonious Analytic Models for Dynamic Systems via Symbolic Regression | Mar 27, 2019 | Decision Makingregression | CodeCode Available | 0 |
| rEGGression: an Interactive and Agnostic Tool for the Exploration of Symbolic Regression Models | Jan 29, 2025 | regressionSymbolic Regression | CodeCode Available | 0 |
| A Generic Approach for Reproducible Model Distillation | Nov 22, 2022 | Interpretable Machine Learningmodel | CodeCode Available | 0 |
| Automated discovery of symbolic laws governing skill acquisition from naturally occurring data | Apr 8, 2024 | Feature ImportanceSymbolic Regression | CodeCode Available | 0 |
| DALex: Lexicase-like Selection via Diverse Aggregation | Jan 23, 2024 | Program SynthesisSymbolic Regression | CodeCode Available | 0 |
| Vertical Symbolic Regression via Deep Policy Gradient | Feb 1, 2024 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive Hashing | Apr 8, 2024 | regressionSymbolic Regression | CodeCode Available | 0 |
| SA-GAT-SR: Self-Adaptable Graph Attention Networks with Symbolic Regression for high-fidelity material property prediction | May 1, 2025 | Graph AttentionProperty Prediction | CodeCode Available | 0 |
| Context Matters: Adaptive Mutation for Grammars | Mar 25, 2023 | Symbolic Regression | CodeCode Available | 0 |
| In Context Learning and Reasoning for Symbolic Regression with Large Language Models | Oct 22, 2024 | In-Context LearningSymbolic Regression | CodeCode Available | 0 |
| Improving Memory Efficiency for Training KANs via Meta Learning | Jun 9, 2025 | image-classificationImage Classification | CodeCode Available | 0 |
| Machine learning of Kondo physics using variational autoencoders and symbolic regression | Jul 16, 2021 | BIG-bench Machine Learningregression | CodeCode Available | 0 |
| seqKAN: Sequence processing with Kolmogorov-Arnold Networks | Feb 20, 2025 | Kolmogorov-Arnold NetworksSymbolic Regression | CodeCode Available | 0 |
| Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations | Apr 15, 2024 | Additive modelsForm | CodeCode Available | 0 |
| Materials-Discovery Workflows Guided by Symbolic Regression: Identifying Acid-Stable Oxides for Electrocatalysis | Dec 8, 2024 | Active LearningSymbolic Regression | CodeCode Available | 0 |
| Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data | Jun 13, 2022 | regressionSymbolic Regression | CodeCode Available | 0 |
| MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation Functions | Nov 13, 2023 | regressionSymbolic Regression | CodeCode Available | 0 |
| Minimum variance threshold for epsilon-lexicase selection | Apr 8, 2024 | Evolutionary Algorithmsregression | CodeCode Available | 0 |
| Symbolic regression by uniform random global search | Jun 18, 2019 | global-optimizationregression | CodeCode Available | 0 |
| Improving Genetic Programming for Symbolic Regression with Equality Graphs | Jan 29, 2025 | Evolutionary Algorithmsregression | CodeCode Available | 0 |
| Grammar Variational Autoencoder | Mar 6, 2017 | Bayesian OptimizationSymbolic Regression | CodeCode Available | 0 |
| Where are we now? A large benchmark study of recent symbolic regression methods | Apr 25, 2018 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 0 |
| Transfer learning for semantic similarity measures based on symbolic regression | Jul 2, 2023 | regressionSemantic Similarity | CodeCode Available | 0 |
| Transformation-Interaction-Rational Representation for Symbolic Regression | Apr 25, 2022 | BenchmarkingForm | CodeCode Available | 0 |
| Glyph: Symbolic Regression Tools | Mar 13, 2018 | regressionSymbolic Regression | CodeCode Available | 0 |
| GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations | Dec 18, 2023 | Equation Discoveryregression | CodeCode Available | 0 |
| Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation Discovery | Jun 29, 2023 | Equation DiscoverySymbolic Regression | CodeCode Available | 0 |
| GFN-SR: Symbolic Regression with Generative Flow Networks | Dec 1, 2023 | Deep Reinforcement LearningInterpretable Machine Learning | CodeCode Available | 0 |
| Solving the 2D Advection-Diffusion Equation using Fixed-Depth Symbolic Regression and Symbolic Differentiation without Expression Trees | Oct 18, 2024 | Symbolic Regression | CodeCode Available | 0 |
| Neural-Guided Symbolic Regression with Asymptotic Constraints | Jan 23, 2019 | regressionSymbolic Regression | CodeCode Available | 0 |
| Solving the Exponential Growth of Symbolic Regression Trees in Geometric Semantic Genetic Programming | Apr 18, 2018 | regressionSymbolic Regression | CodeCode Available | 0 |
