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| Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients | Dec 10, 2019 | regressionReinforcement Learning | CodeCode Available | 1 |
| syren-new: Precise formulae for the linear and nonlinear matter power spectra with massive neutrinos and dynamical dark energy | Oct 18, 2024 | CPUGPU | CodeCode Available | 1 |
| syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrum | Jun 10, 2025 | Symbolic Regression | CodeCode Available | 1 |
| Symbolic Regression via Neural-Guided Genetic Programming Population Seeding | Oct 29, 2021 | Combinatorial Optimizationregression | CodeCode Available | 1 |
| Symbolic regression for scientific discovery: an application to wind speed forecasting | Feb 21, 2021 | Feature Engineeringregression | CodeCode Available | 1 |
| ODEFormer: Symbolic Regression of Dynamical Systems with Transformers | Oct 9, 2023 | regressionSymbolic Regression | CodeCode Available | 1 |
| A Transformer Model for Symbolic Regression towards Scientific Discovery | Dec 7, 2023 | regressionscientific discovery | 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 |
| Finding active galactic nuclei through Fink | Nov 20, 2022 | Active LearningBinary Classification | CodeCode Available | 1 |
| Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework | Feb 5, 2025 | Equation Discoveryregression | CodeCode Available | 1 |
| Chaos as an interpretable benchmark for forecasting and data-driven modelling | Oct 11, 2021 | BenchmarkingSymbolic Regression | CodeCode Available | 1 |
| Efficient Generator of Mathematical Expressions for Symbolic Regression | Feb 20, 2023 | Evolutionary Algorithmsregression | CodeCode Available | 1 |
| Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose Degradation | Apr 4, 2025 | regressionSymbolic Regression | CodeCode Available | 1 |
| Discovering State Variables Hidden in Experimental Data | Dec 20, 2021 | Symbolic Regression | CodeCode Available | 1 |
| End-to-end symbolic regression with transformers | Apr 22, 2022 | regressionSymbolic Regression | CodeCode Available | 1 |
| syren-halofit: A fast, interpretable, high-precision formula for the ΛCDM nonlinear matter power spectrum | Feb 27, 2024 | regressionSymbolic Regression | CodeCode Available | 1 |
| Exhaustive Symbolic Regression | Nov 21, 2022 | regressionSymbolic Regression | CodeCode Available | 1 |
| Improving exploration in policy gradient search: Application to symbolic optimization | Jul 19, 2021 | Symbolic Regression | CodeCode Available | 1 |
| In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery | Apr 29, 2024 | Out-of-Distribution Generalizationregression | CodeCode Available | 1 |
| OccamNet: A Fast Neural Model for Symbolic Regression at Scale | Jul 16, 2020 | CPUGPU | CodeCode Available | 1 |
| Introducing Thermodynamics-Informed Symbolic Regression -- A Tool for Thermodynamic Equations of State Development | Sep 6, 2023 | regressionSymbolic Regression | CodeCode Available | 1 |
| Boolformer: Symbolic Regression of Logic Functions with Transformers | Sep 21, 2023 | Binary Classificationregression | CodeCode Available | 1 |
| LLM-SR: Scientific Equation Discovery via Programming with Large Language Models | Apr 29, 2024 | Equation DiscoveryInterpretable Machine Learning | CodeCode Available | 1 |
| MMSR: Symbolic Regression is a Multi-Modal Information Fusion Task | Feb 28, 2024 | Combinatorial OptimizationContrastive Learning | 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 -- an in-depth description | Sep 29, 2021 | Symbolic Regression | CodeCode Available | 1 |
| Multi-View Symbolic Regression | Feb 6, 2024 | Astronomyregression | CodeCode Available | 1 |
| Automated Learning of Interpretable Models with Quantified Uncertainty | Apr 12, 2022 | BIG-bench Machine LearningInterpretable Machine Learning | —Unverified | 0 |
| A Machine Learning-based Approach for Solving Recurrence Relations and its use in Cost Analysis of Logic Programs | May 11, 2024 | Symbolic Regression | —Unverified | 0 |
| Differentiable Genetic Programming | Nov 15, 2016 | Symbolic Regression | —Unverified | 0 |
| A divide and conquer method for symbolic regression | May 23, 2017 | regressionSymbolic Regression | —Unverified | 0 |
| Alpha Zero for Physics: Application of Symbolic Regression with Alpha Zero to find the analytical methods in physics | Nov 21, 2023 | Symbolic Regression | —Unverified | 0 |
| Developing Postfix-GP Framework for Symbolic Regression Problems | Jul 7, 2015 | regressionSymbolic Regression | —Unverified | 0 |
| Differentiable Genetic Programming for High-dimensional Symbolic Regression | Apr 18, 2023 | Interpretable Machine Learningregression | —Unverified | 0 |
| A Symbolic Regression Method for Dynamic Modeling and Control of Quadrotor UAVs | May 7, 2021 | Positionregression | —Unverified | 0 |
| A Low-Cost Robot Science Kit for Education with Symbolic Regression for Hypothesis Discovery and Validation | Apr 8, 2022 | Experimental DesignSymbolic Regression | —Unverified | 0 |
| All You Need Is Sex for Diversity | Mar 30, 2023 | AllDiversity | —Unverified | 0 |
| A Search for the Underlying Equation Governing Similar Systems | Aug 27, 2019 | Symbolic Regression | —Unverified | 0 |
| ADAM-SINDy: An Efficient Optimization Framework for Parameterized Nonlinear Dynamical System Identification | Oct 21, 2024 | global-optimizationparameter estimation | —Unverified | 0 |
| Accelerating evolutionary exploration through language model-based transfer learning | Jun 7, 2024 | Evolutionary AlgorithmsLanguage Modeling | —Unverified | 0 |
| Diffusion-Based Symbolic Regression | May 30, 2025 | Audio SynthesisDenoising | —Unverified | 0 |
| A Review on Symbolic Regression in Power Systems: Methods, Applications, and Future Directions | Apr 6, 2025 | regressionSymbolic Regression | —Unverified | 0 |
| A representation learning approach to probe for dynamical dark energy in matter power spectra | Oct 16, 2023 | Representation LearningSymbolic Regression | —Unverified | 0 |
| Alleviating Overfitting in Transformation-Interaction-Rational Symbolic Regression with Multi-Objective Optimization | Jan 3, 2025 | regressionSymbolic Regression | —Unverified | 0 |
| A Probabilistic Linear Genetic Programming with Stochastic Context-Free Grammar for solving Symbolic Regression problems | Apr 3, 2017 | regressionSymbolic Regression | —Unverified | 0 |
| Active Learning in Symbolic Regression with Physical Constraints | May 17, 2023 | Active Learningregression | —Unverified | 0 |
| A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression | Jun 17, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Correlation versus RMSE Loss Functions in Symbolic Regression Tasks | May 31, 2022 | regressionSymbolic Regression | —Unverified | 0 |
| Controllable Neural Symbolic Regression | Apr 20, 2023 | Evolutionary Algorithmsregression | —Unverified | 0 |
