| Learning Optimal Data Augmentation Policies via Bayesian Optimization for Image Classification Tasks | May 6, 2019 | Bayesian OptimizationData Augmentation | CodeCode Available | 0 |
| PABBO: Preferential Amortized Black-Box Optimization | Mar 2, 2025 | Bayesian OptimizationMeta-Learning | CodeCode Available | 0 |
| The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development | May 22, 2019 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| The Parallel Knowledge Gradient Method for Batch Bayesian Optimization | Jun 14, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| BILBO: BILevel Bayesian Optimization | Feb 4, 2025 | Bayesian OptimizationBilevel Optimization | CodeCode Available | 0 |
| Simulation Based Bayesian Optimization | Jan 19, 2024 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 0 |
| Accurate Characterization of Non-Uniformly Sampled Time Series using Stochastic Differential Equations | Jul 2, 2020 | Bayesian OptimizationCompressive Sensing | CodeCode Available | 0 |
| Nonstationary Continuum-Armed Bandit Strategies for Automated Trading in a Simulated Financial Market | Aug 4, 2022 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 |
| Parallel Bayesian Optimization of Agent-based Transportation Simulation | Jul 11, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Batched High-dimensional Bayesian Optimization via Structural Kernel Learning | Mar 6, 2017 | Bayesian OptimizationPoint Processes | CodeCode Available | 0 |
| A Robust Experimental Evaluation of Automated Multi-Label Classification Methods | May 16, 2020 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Learning to Generalize from Sparse and Underspecified Rewards | Feb 19, 2019 | Bayesian OptimizationSemantic Parsing | CodeCode Available | 0 |
| B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning | Jan 28, 2025 | Bayesian OptimizationFace Detection | CodeCode Available | 0 |
| Parallel Hyperparameter Optimization Of Spiking Neural Network | Mar 1, 2024 | Bayesian OptimizationGPU | CodeCode Available | 0 |
| Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integration | Mar 18, 2022 | Bayesian OptimizationMulti-Objective Reinforcement Learning | CodeCode Available | 0 |
| An Adaptive Dropout Approach for High-Dimensional Bayesian Optimization | Apr 15, 2025 | Bayesian Optimization | CodeCode Available | 0 |
| Learning to select data for transfer learning with Bayesian Optimization | Jul 17, 2017 | Bayesian OptimizationDiversity | CodeCode Available | 0 |
| Parallel Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints | Apr 1, 2020 | Bayesian Optimization | CodeCode Available | 0 |
| Parameter estimation for biochemical reaction networks using Wasserstein distances | Oct 21, 2019 | Bayesian Optimizationparameter estimation | CodeCode Available | 0 |
| Better call Surrogates: A hybrid Evolutionary Algorithm for Hyperparameter optimization | Dec 11, 2020 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| LEOPARD: Parallel Optimal Deep Echo State Network Prediction Improves Service Coverage for UAV-Assisted Outdoor Hotspots | Mar 8, 2022 | Bayesian OptimizationPrediction | CodeCode Available | 0 |
| Risk-Aware Scene Sampling for Dynamic Assurance of Autonomous Systems | Feb 28, 2022 | Bayesian OptimizationScene Generation | CodeCode Available | 0 |
| The reparameterization trick for acquisition functions | Dec 1, 2017 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Leveraging Legacy Data to Accelerate Materials Design via Preference Learning | Oct 25, 2019 | Bayesian OptimizationData Integration | CodeCode Available | 0 |
| Beyond Grids: Multi-objective Bayesian Optimization With Adaptive Discretization | Jun 24, 2020 | Active LearningBayesian Optimization | CodeCode Available | 0 |
