| EvoGP: A GPU-accelerated Framework for Tree-based Genetic Programming | Jan 21, 2025 | Feature EngineeringGPU | CodeCode Available | 7 |
| On Neural Differential Equations | Feb 4, 2022 | Irregular Time SeriesSymbolic Regression | CodeCode Available | 5 |
| DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid Spaces | Dec 15, 2024 | Symbolic Regression | CodeCode Available | 4 |
| Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey | Aug 22, 2024 | scientific discoverySymbolic Regression | CodeCode Available | 3 |
| Physical Symbolic Optimization | Dec 6, 2023 | regressionreinforcement-learning | CodeCode Available | 3 |
| Class Symbolic Regression: Gotta Fit 'Em All | Dec 4, 2023 | AllDeep Reinforcement Learning | CodeCode Available | 3 |
| An end-to-end strategy for recovering a free-form potential from a snapshot of stellar coordinates | May 26, 2023 | FormSymbolic Regression | CodeCode Available | 3 |
| Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical laws | Mar 6, 2023 | Deep Reinforcement Learningregression | CodeCode Available | 3 |
| A Neural Symbolic Model for Space Physics | Mar 11, 2025 | Large Language Modelmodel | CodeCode Available | 2 |
| SymbolFit: Automatic Parametric Modeling with Symbolic Regression | Nov 15, 2024 | Formregression | CodeCode Available | 2 |
| Discovering symbolic expressions with parallelized tree search | Jul 5, 2024 | Equation Discoveryregression | CodeCode Available | 2 |
| Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl | May 2, 2023 | Interpretable Machine Learningregression | CodeCode Available | 2 |
| Discovering Symbolic Models from Deep Learning with Inductive Biases | Jun 19, 2020 | Deep LearningSymbolic Regression | CodeCode Available | 2 |
| syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrum | Jun 10, 2025 | Symbolic Regression | CodeCode Available | 1 |
| Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold Networks | May 12, 2025 | Kolmogorov-Arnold NetworksLanguage Modeling | CodeCode Available | 1 |
| TinyverseGP: Towards a Modular Cross-domain Benchmarking Framework for Genetic Programming | Apr 14, 2025 | BenchmarkingProgram Synthesis | 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 |
| SyMANTIC: An Efficient Symbolic Regression Method for Interpretable and Parsimonious Model Discovery in Science and Beyond | Feb 5, 2025 | feature selectionGPU | CodeCode Available | 1 |
| Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework | Feb 5, 2025 | Equation Discoveryregression | 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 |
| TorchSISSO: A PyTorch-Based Implementation of the Sure Independence Screening and Sparsifying Operator for Efficient and Interpretable Model Discovery | Oct 2, 2024 | GPUModel Discovery | CodeCode Available | 1 |
| Symbolic Regression with a Learned Concept Library | Sep 14, 2024 | Evolutionary AlgorithmsLanguage Modeling | CodeCode Available | 1 |
| Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function Discovery | Jun 21, 2024 | regressionSymbolic Regression | CodeCode Available | 1 |
| No One-Size-Fits-All Neurons: Task-based Neurons for Artificial Neural Networks | May 3, 2024 | AllInductive Bias | CodeCode Available | 1 |
| LLM-SR: Scientific Equation Discovery via Programming with Large Language Models | Apr 29, 2024 | Equation DiscoveryInterpretable Machine Learning | CodeCode Available | 1 |
| In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery | Apr 29, 2024 | Out-of-Distribution Generalizationregression | CodeCode Available | 1 |
| The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology | Apr 17, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| MMSR: Symbolic Regression is a Multi-Modal Information Fusion Task | Feb 28, 2024 | Combinatorial OptimizationContrastive Learning | 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 |
| Opening the AI black box: program synthesis via mechanistic interpretability | Feb 7, 2024 | Program SynthesisSymbolic Regression | CodeCode Available | 1 |
| Sym-Q: Adaptive Symbolic Regression via Sequential Decision-Making | Feb 7, 2024 | Decision Makingregression | CodeCode Available | 1 |
| Multi-View Symbolic Regression | Feb 6, 2024 | Astronomyregression | CodeCode Available | 1 |
| Deep Generative Symbolic Regression | Dec 30, 2023 | FormHeuristic Search | CodeCode Available | 1 |
| AI-Lorenz: A physics-data-driven framework for black-box and gray-box identification of chaotic systems with symbolic regression | Dec 21, 2023 | Symbolic Regression | CodeCode Available | 1 |
| A Transformer Model for Symbolic Regression towards Scientific Discovery | Dec 7, 2023 | regressionscientific discovery | CodeCode Available | 1 |
| A precise symbolic emulator of the linear matter power spectrum | Nov 27, 2023 | Symbolic Regression | CodeCode Available | 1 |
| Machine-Guided Discovery of a Real-World Rogue Wave Model | Nov 21, 2023 | Model Selectionregression | CodeCode Available | 1 |
| Machine learning in physics: a short guide | Oct 16, 2023 | Causal Inferenceregression | CodeCode Available | 1 |
| ODEFormer: Symbolic Regression of Dynamical Systems with Transformers | Oct 9, 2023 | regressionSymbolic Regression | CodeCode Available | 1 |
| SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training | Oct 3, 2023 | Contrastive LearningEquation Discovery | CodeCode Available | 1 |
| AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box Identification | Sep 29, 2023 | parameter estimationregression | CodeCode Available | 1 |
| A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from Data | Sep 24, 2023 | Symbolic Regression | CodeCode Available | 1 |
| Boolformer: Symbolic Regression of Logic Functions with Transformers | Sep 21, 2023 | Binary Classificationregression | CodeCode Available | 1 |
| Introducing Thermodynamics-Informed Symbolic Regression -- A Tool for Thermodynamic Equations of State Development | Sep 6, 2023 | regressionSymbolic Regression | CodeCode Available | 1 |
| Transformer-based Planning for Symbolic Regression | Mar 13, 2023 | Equation Discoveryregression | CodeCode Available | 1 |
| Efficient Generator of Mathematical Expressions for Symbolic Regression | Feb 20, 2023 | Evolutionary Algorithmsregression | CodeCode Available | 1 |
| SR-Forest: A Genetic Programming based Heterogeneous Ensemble Learning Method | Feb 7, 2023 | Ensemble LearningPenn Machine Learning Benchmark | CodeCode Available | 1 |
| On the functional form of the radial acceleration relation | Jan 11, 2023 | Formregression | CodeCode Available | 1 |
| SRSD: Rethinking Datasets of Symbolic Regression for Scientific Discovery | Dec 2, 2022 | regressionscientific discovery | CodeCode Available | 1 |
| Exhaustive Symbolic Regression | Nov 21, 2022 | regressionSymbolic Regression | CodeCode Available | 1 |
