| Finding active galactic nuclei through Fink | Nov 20, 2022 | Active LearningBinary Classification | CodeCode Available | 1 |
| A computational framework for physics-informed symbolic regression with straightforward integration of domain knowledge | Sep 13, 2022 | regressionSymbolic Regression | CodeCode Available | 1 |
| Deep Learning and Symbolic Regression for Discovering Parametric Equations | Jul 1, 2022 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| Rethinking Symbolic Regression Datasets and Benchmarks for Scientific Discovery | Jun 21, 2022 | regressionscientific discovery | CodeCode Available | 1 |
| SymFormer: End-to-end symbolic regression using transformer-based architecture | May 31, 2022 | Neural RenderingNovel View Synthesis | CodeCode Available | 1 |
| End-to-end symbolic regression with transformers | Apr 22, 2022 | regressionSymbolic Regression | CodeCode Available | 1 |
| Dimensionless machine learning: Imposing exact units equivariance | Apr 2, 2022 | BIG-bench Machine LearningSymbolic Regression | CodeCode Available | 1 |
| Symbolic Learning to Optimize: Towards Interpretability and Scalability | Mar 13, 2022 | Symbolic Regression | CodeCode Available | 1 |
| Discovering State Variables Hidden in Experimental Data | Dec 20, 2021 | Symbolic Regression | CodeCode Available | 1 |
| Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming Seeding | Dec 1, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Symbolic Regression via Neural-Guided Genetic Programming Population Seeding | Oct 29, 2021 | Combinatorial Optimizationregression | CodeCode Available | 1 |
| Chaos as an interpretable benchmark for forecasting and data-driven modelling | Oct 11, 2021 | BenchmarkingSymbolic Regression | CodeCode Available | 1 |
| Multi Expression Programming -- an in-depth description | Sep 29, 2021 | Symbolic Regression | CodeCode Available | 1 |
| AI Descartes: Combining Data and Theory for Derivable Scientific Discovery | Sep 3, 2021 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 1 |
| Contemporary Symbolic Regression Methods and their Relative Performance | Jul 29, 2021 | Benchmarkingparameter estimation | CodeCode Available | 1 |
| Improving exploration in policy gradient search: Application to symbolic optimization | Jul 19, 2021 | Symbolic Regression | CodeCode Available | 1 |
| SymbolicGPT: A Generative Transformer Model for Symbolic Regression | Jun 27, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Neural Symbolic Regression that Scales | Jun 11, 2021 | regressionscientific discovery | CodeCode Available | 1 |
| Symbolic regression for scientific discovery: an application to wind speed forecasting | Feb 21, 2021 | Feature Engineeringregression | CodeCode Available | 1 |
| Probabilistic Grammars for Equation Discovery | Dec 1, 2020 | Equation DiscoverySymbolic Regression | CodeCode Available | 1 |
| Conjecturing-Based Discovery of Patterns in Data | Nov 23, 2020 | BIG-bench Machine Learningregression | CodeCode Available | 1 |
| OccamNet: A Fast Neural Model for Symbolic Regression at Scale | Jul 16, 2020 | CPUGPU | CodeCode Available | 1 |
| AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularity | Jun 18, 2020 | regressionSymbolic Regression | CodeCode Available | 1 |
| Learning a Formula of Interpretability to Learn Interpretable Formulas | Apr 23, 2020 | Meta-Learningregression | CodeCode Available | 1 |
| Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients | Dec 10, 2019 | regressionReinforcement Learning | CodeCode Available | 1 |
| AI Feynman: a Physics-Inspired Method for Symbolic Regression | May 27, 2019 | regressionSymbolic Regression | CodeCode Available | 1 |
| Improving Model-based Genetic Programming for Symbolic Regression of Small Expressions | Apr 3, 2019 | regressionSymbolic Regression | CodeCode Available | 1 |
| Multi Expression Programming | Dec 1, 2002 | regressionSymbolic Regression | CodeCode Available | 1 |
| Neural Network-Guided Symbolic Regression for Interpretable Descriptor Discovery in Perovskite Catalysts | Jul 16, 2025 | Feature Importanceregression | —Unverified | 0 |
| Discovering the underlying analytic structure within Standard Model constants using artificial intelligence | Jun 30, 2025 | Symbolic Regression | CodeCode Available | 0 |
| H-FEX: A Symbolic Learning Method for Hamiltonian Systems | Jun 25, 2025 | Symbolic Regression | —Unverified | 0 |
| Structured Kolmogorov-Arnold Neural ODEs for Interpretable Learning and Symbolic Discovery of Nonlinear Dynamics | Jun 23, 2025 | Symbolic Regression | CodeCode Available | 0 |
| Sparse Interpretable Deep Learning with LIES Networks for Symbolic Regression | Jun 9, 2025 | Deep Learningregression | CodeCode Available | 0 |
| Improving Memory Efficiency for Training KANs via Meta Learning | Jun 9, 2025 | image-classificationImage Classification | CodeCode Available | 0 |
| DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience | Jun 4, 2025 | Efficient ExplorationEquation Discovery | —Unverified | 0 |
| Diffusion-Based Symbolic Regression | May 30, 2025 | Audio SynthesisDenoising | —Unverified | 0 |
| Automated Modeling Method for Pathloss Model Discovery | May 29, 2025 | Kolmogorov-Arnold Networksmodel | CodeCode Available | 0 |
| Symbolic Foundation Regressor on Complex Networks | May 28, 2025 | Epidemiologyregression | —Unverified | 0 |
| LLM-Meta-SR: Learning to Evolve Selection Operators for Symbolic Regression | May 24, 2025 | regressionSymbolic Regression | —Unverified | 0 |
| Decoupling Representation and Learning in Genetic Programming: the LaSER Approach | May 22, 2025 | regressionSymbolic Regression | —Unverified | 0 |
| Interpretable Robotic Friction Learning via Symbolic Regression | May 19, 2025 | Frictionregression | —Unverified | 0 |
| On the definition and importance of interpretability in scientific machine learning | May 16, 2025 | Equation DiscoveryInterpretable Machine Learning | —Unverified | 0 |
| From Hand-Crafted Metrics to Evolved Training-Free Performance Predictors for Neural Architecture Search via Genetic Programming | May 16, 2025 | GPUNeural Architecture Search | —Unverified | 0 |
| Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era | May 12, 2025 | Symbolic Regression | —Unverified | 0 |
| UniSymNet: A Unified Symbolic Network Guided by Transformer | May 9, 2025 | Symbolic Regression | —Unverified | 0 |
| Call for Action: towards the next generation of symbolic regression benchmark | May 6, 2025 | BenchmarkingDiversity | —Unverified | 0 |
| Thinking Outside the Template with Modular GP-GOMEA | May 2, 2025 | regressionSymbolic Regression | —Unverified | 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 |
| Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search | Apr 28, 2025 | Combinatorial OptimizationLanguage Modeling | —Unverified | 0 |
| Discovering Governing Equations of Geomagnetic Storm Dynamics with Symbolic Regression | Apr 25, 2025 | regressionSymbolic Regression | —Unverified | 0 |
