| Rediscovering orbital mechanics with machine learning | Feb 4, 2022 | BIG-bench Machine LearningGraph Neural Network | —Unverified | 0 |
| Deep Symbolic Regression for Recurrent Sequences | Jan 12, 2022 | regressionSymbolic Regression | —Unverified | 0 |
| Augmenting astrophysical scaling relations with machine learning: application to reducing the Sunyaev-Zeldovich flux-mass scatter | Jan 4, 2022 | Symbolic Regression | CodeCode Available | 0 |
| Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression | Dec 22, 2021 | Physical Intuitionregression | —Unverified | 0 |
| Discovering State Variables Hidden in Experimental Data | Dec 20, 2021 | Symbolic Regression | CodeCode Available | 1 |
| Accelerating Understanding of Scientific Experiments with End to End Symbolic Regression | Dec 7, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming Seeding | Dec 1, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics | Dec 1, 2021 | Bayesian InferenceBilevel Optimization | —Unverified | 0 |
| Symbolic Regression via Neural-Guided Genetic Programming Population Seeding | Oct 29, 2021 | Combinatorial Optimizationregression | CodeCode Available | 1 |
| Accelerating Genetic Programming using GPUs | Oct 15, 2021 | Binary Classificationfeature selection | CodeCode Available | 0 |
| Chaos as an interpretable benchmark for forecasting and data-driven modelling | Oct 11, 2021 | BenchmarkingSymbolic Regression | CodeCode Available | 1 |
| Building the Building Blocks: From Simplification to Winning Trees in Genetic Programming | Sep 29, 2021 | Symbolic Regression | —Unverified | 0 |
| Interpreting Black-boxes Using Primitive Parameterized Functions | Sep 29, 2021 | Feature ImportanceForm | —Unverified | 0 |
| D-CODE: Discovering Closed-form ODEs from Observed Trajectories | Sep 29, 2021 | Formregression | —Unverified | 0 |
| Multi Expression Programming -- an in-depth description | Sep 29, 2021 | Symbolic Regression | CodeCode Available | 1 |
| Symbolic Regression by Exhaustive Search: Reducing the Search Space Using Syntactical Constraints and Efficient Semantic Structure Deduplication | Sep 28, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Cluster Analysis of a Symbolic Regression Search Space | Sep 28, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| AI Descartes: Combining Data and Theory for Derivable Scientific Discovery | Sep 3, 2021 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 1 |
| Complexity Measures for Multi-objective Symbolic Regression | Sep 1, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Data Aggregation for Reducing Training Data in Symbolic Regression | Aug 24, 2021 | BIG-bench Machine Learningregression | —Unverified | 0 |
| On the Effectiveness of Genetic Operations in Symbolic Regression | Aug 24, 2021 | Diversityregression | —Unverified | 0 |
| Smooth Symbolic Regression: Transformation of Symbolic Regression into a Real-valued Optimization Problem | Aug 6, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Contemporary Symbolic Regression Methods and their Relative Performance | Jul 29, 2021 | Benchmarkingparameter estimation | CodeCode Available | 1 |
| Hash-Based Tree Similarity and Simplification in Genetic Programming for Symbolic Regression | Jul 22, 2021 | Diversityregression | —Unverified | 0 |
| Using Shape Constraints for Improving Symbolic Regression Models | Jul 20, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Improving exploration in policy gradient search: Application to symbolic optimization | Jul 19, 2021 | Symbolic Regression | CodeCode Available | 1 |
| Predicting Friction System Performance with Symbolic Regression and Genetic Programming with Factor Variables | Jul 19, 2021 | Frictionregression | —Unverified | 0 |
| Incorporating domain knowledge into neural-guided search | Jul 19, 2021 | AutoMLregression | —Unverified | 0 |
| Machine learning of Kondo physics using variational autoencoders and symbolic regression | Jul 16, 2021 | BIG-bench Machine Learningregression | CodeCode Available | 0 |
| Identification of Dynamical Systems using Symbolic Regression | Jul 6, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Inferring the Structure of Ordinary Differential Equations | Jul 5, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| SymbolicGPT: A Generative Transformer Model for Symbolic Regression | Jun 27, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A data-based comparative review and AI-driven symbolic model for longitudinal dispersion coefficient in natural streams | Jun 17, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Neural Symbolic Regression that Scales | Jun 11, 2021 | regressionscientific discovery | CodeCode Available | 1 |
| Incorporating domain knowledge into neural-guided search via in situ priors and constraints | May 20, 2021 | AutoMLregression | —Unverified | 0 |
| Physical Constraint Embedded Neural Networks for inference and noise regulation | May 19, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| A Symbolic Regression Method for Dynamic Modeling and Control of Quadrotor UAVs | May 7, 2021 | Positionregression | —Unverified | 0 |
| Distilling Wikipedia mathematical knowledge into neural network models | Apr 13, 2021 | BIG-bench Machine LearningPhilosophy | —Unverified | 0 |
| An Approach to Symbolic Regression Using Feyn | Apr 12, 2021 | BIG-bench Machine Learningregression | —Unverified | 0 |
| Shape-constrained Symbolic Regression -- Improving Extrapolation with Prior Knowledge | Mar 29, 2021 | Evolutionary Algorithmsregression | —Unverified | 0 |
| Symbolic regression outperforms other models for small data sets | Mar 28, 2021 | BIG-bench Machine Learningregression | CodeCode Available | 0 |
| Zoetrope Genetic Programming for Regression | Feb 26, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| Symbolic regression for scientific discovery: an application to wind speed forecasting | Feb 21, 2021 | Feature Engineeringregression | CodeCode Available | 1 |
| Data-driven formulation of natural laws by recursive-LASSO-based symbolic regression | Feb 18, 2021 | BIG-bench Machine Learningfeature selection | —Unverified | 0 |
| Learning Symbolic Expressions: Mixed-Integer Formulations, Cuts, and Heuristics | Feb 16, 2021 | regressionSymbolic Regression | —Unverified | 0 |
| A Bayesian-Symbolic Approach to Learning and Reasoning for Intuitive Physics | Jan 1, 2021 | Bayesian InferenceCommon Sense Reasoning | —Unverified | 0 |
| Learning Symbolic Expressions via Gumbel-Max Equation Learner Networks | Dec 12, 2020 | BIG-bench Machine Learningregression | —Unverified | 0 |
| 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 |
| Logic Guided Genetic Algorithms | Oct 21, 2020 | Data AugmentationSymbolic Regression | —Unverified | 0 |
