| A Functional Analysis Approach to Symbolic Regression | Feb 9, 2024 | Benchmarkingregression | —Unverified | 0 |
| Guided Evolution with Binary Discriminators for ML Program Search | Feb 8, 2024 | AutoMLSymbolic Regression | —Unverified | 0 |
| Sym-Q: Adaptive Symbolic Regression via Sequential Decision-Making | Feb 7, 2024 | Decision Makingregression | CodeCode Available | 1 |
| Opening the AI black box: program synthesis via mechanistic interpretability | Feb 7, 2024 | Program SynthesisSymbolic Regression | CodeCode Available | 1 |
| Multi-View Symbolic Regression | Feb 6, 2024 | Astronomyregression | CodeCode Available | 1 |
| Discovering interpretable models of scientific image data with deep learning | Feb 5, 2024 | Deep LearningRepresentation Learning | —Unverified | 0 |
| Vertical Symbolic Regression via Deep Policy Gradient | Feb 1, 2024 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression | Jan 25, 2024 | Interpretable Machine Learningregression | CodeCode Available | 0 |
| Empowering Machines to Think Like Chemists: Unveiling Molecular Structure-Polarity Relationships with Hierarchical Symbolic Regression | Jan 25, 2024 | Feature Engineeringregression | CodeCode Available | 0 |
| Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search | Jan 24, 2024 | regressionSymbolic Regression | —Unverified | 0 |
| DALex: Lexicase-like Selection via Diverse Aggregation | Jan 23, 2024 | Program SynthesisSymbolic Regression | CodeCode Available | 0 |
| SymbolNet: Neural Symbolic Regression with Adaptive Dynamic Pruning for Compression | Jan 18, 2024 | Jet TaggingModel Compression | CodeCode Available | 0 |
| Bootstrapping OTS-Funcimg Pre-training Model (Botfip) -- A Comprehensive Symbolic Regression Framework | Jan 18, 2024 | regressionSymbolic Regression | —Unverified | 0 |
| Closed-Form Interpretation of Neural Network Classifiers with Symbolic Gradients | Jan 10, 2024 | Formregression | CodeCode Available | 0 |
| 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 Novel ML-driven Test Case Selection Approach for Enhancing the Performance of Grammatical Evolution | Dec 21, 2023 | Computational EfficiencyEvolutionary Algorithms | —Unverified | 0 |
| Celestial Machine Learning: Discovering the Planarity, Heliocentricity, and Orbital Equation of Mars with AI Feynman | Dec 19, 2023 | regressionSymbolic Regression | CodeCode Available | 0 |
| Vertical Symbolic Regression | Dec 19, 2023 | regressionscientific discovery | —Unverified | 0 |
| GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations | Dec 18, 2023 | Equation Discoveryregression | CodeCode Available | 0 |
| Symbolic Regression of Dynamic Network Models | Dec 15, 2023 | regressionSymbolic Regression | —Unverified | 0 |
| Celestial Machine Learning: From Data to Mars and Beyond with AI Feynman | Dec 15, 2023 | regressionSymbolic Regression | CodeCode Available | 0 |
| A Transformer Model for Symbolic Regression towards Scientific Discovery | Dec 7, 2023 | regressionscientific discovery | CodeCode Available | 1 |
| 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 |
| GFN-SR: Symbolic Regression with Generative Flow Networks | Dec 1, 2023 | Deep Reinforcement LearningInterpretable Machine Learning | CodeCode Available | 0 |
| Explainable Fraud Detection with Deep Symbolic Classification | Dec 1, 2023 | ClassificationFraud Detection | CodeCode Available | 0 |
| Calabi-Yau Four/Five/Six-folds as P^n_w Hypersurfaces: Machine Learning, Approximation, and Generation | Nov 28, 2023 | Symbolic Regression | CodeCode Available | 0 |
| A precise symbolic emulator of the linear matter power spectrum | Nov 27, 2023 | Symbolic Regression | CodeCode Available | 1 |
| 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 |
| Machine-Guided Discovery of a Real-World Rogue Wave Model | Nov 21, 2023 | Model Selectionregression | CodeCode Available | 1 |
| MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation Functions | Nov 13, 2023 | regressionSymbolic Regression | CodeCode Available | 0 |
| Symbolic Regression as Feature Engineering Method for Machine and Deep Learning Regression Tasks | Nov 10, 2023 | Deep LearningFeature Engineering | —Unverified | 0 |
| Interpretable Neural PDE Solvers using Symbolic Frameworks | Oct 31, 2023 | Computational EfficiencySymbolic Regression | —Unverified | 0 |
| Optimal Inflationary Potentials | Oct 25, 2023 | Language ModellingSymbolic 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 |
| Machine learning in physics: a short guide | Oct 16, 2023 | Causal Inferenceregression | CodeCode Available | 1 |
| Discovering Interpretable Physical Models using Symbolic Regression and Discrete Exterior Calculus | Oct 10, 2023 | Physical Simulationsregression | —Unverified | 0 |
| On sparse regression, Lp-regularization, and automated model discovery | Oct 9, 2023 | L2 RegularizationModel Discovery | —Unverified | 0 |
| ODEFormer: Symbolic Regression of Dynamical Systems with Transformers | Oct 9, 2023 | regressionSymbolic Regression | CodeCode Available | 1 |
| ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global Optimization | Oct 9, 2023 | global-optimizationregression | CodeCode Available | 0 |
| 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 |
| Explainable machine learning identifies multi-omics signatures of muscle response to spaceflight in mice | Sep 27, 2023 | Explainable ModelsSymbolic Regression | —Unverified | 0 |
| 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 |
| Symbolic Regression on Sparse and Noisy Data with Gaussian Processes | Sep 20, 2023 | Gaussian Processesregression | —Unverified | 0 |
| Racing Control Variable Genetic Programming for Symbolic Regression | Sep 13, 2023 | Deep Reinforcement Learningregression | CodeCode Available | 0 |
| Introducing Thermodynamics-Informed Symbolic Regression -- A Tool for Thermodynamic Equations of State Development | Sep 6, 2023 | regressionSymbolic Regression | CodeCode Available | 1 |
| Bayesian polynomial neural networks and polynomial neural ordinary differential equations | Aug 17, 2023 | Bayesian InferencePolynomial Neural Networks | —Unverified | 0 |
