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| Multi-Fidelity Active Learning with GFlowNets | Jun 20, 2023 | Active LearningBayesian Optimization | CodeCode Available | 2 | 5 |
| High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft | Nov 10, 2023 | Bayesian OptimizationCantilever Beam | CodeCode Available | 2 | 5 |
| Honegumi: An Interface for Accelerating the Adoption of Bayesian Optimization in the Experimental Sciences | Feb 4, 2025 | Bayesian OptimizationExperimental Design | CodeCode Available | 2 | 5 |
| BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization | Oct 14, 2019 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 2 | 5 |
| Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization | Jun 9, 2020 | Bayesian OptimizationSecond-order methods | CodeCode Available | 2 | 5 |
| Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020 | Apr 20, 2021 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 2 | 5 |
| A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning | Dec 12, 2010 | Bayesian OptimizationHierarchical Reinforcement Learning | CodeCode Available | 2 | 5 |
