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| Model-Based Transfer Learning for Contextual Reinforcement Learning | Aug 8, 2024 | Bayesian Optimizationcontinuous-control | CodeCode Available | 1 |
| Transductive Active Learning with Application to Safe Bayesian Optimization | Jul 12, 2024 | Active LearningBayesian Optimization | CodeCode Available | 1 |
| Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index | Jun 28, 2024 | Bayesian Optimization | CodeCode Available | 1 |
| Anvil: An integration of artificial intelligence, sampling techniques, and a combined CAD-CFD tool | Jun 24, 2024 | Bayesian Optimization | CodeCode Available | 1 |
| A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences | Jun 7, 2024 | Bayesian OptimizationDrug Design | CodeCode Available | 1 |
| LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation | Jun 7, 2024 | Bayesian OptimizationFew-Shot Learning | CodeCode Available | 1 |
| In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization | Apr 25, 2024 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| A Quadrature Approach for General-Purpose Batch Bayesian Optimization via Probabilistic Lifting | Apr 18, 2024 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 |
| VDTuner: Automated Performance Tuning for Vector Data Management Systems | Apr 16, 2024 | Bayesian OptimizationInformation Retrieval | CodeCode Available | 1 |
| Efficient Automatic Tuning for Data-driven Model Predictive Control via Meta-Learning | Mar 30, 2024 | Bayesian OptimizationMeta-Learning | CodeCode Available | 1 |
| Enabling Uncertainty Estimation in Iterative Neural Networks | Mar 25, 2024 | Bayesian OptimizationOut-of-Distribution Detection | CodeCode Available | 1 |
| Robustifying and Boosting Training-Free Neural Architecture Search | Mar 12, 2024 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| A Sober Look at LLMs for Material Discovery: Are They Actually Good for Bayesian Optimization Over Molecules? | Feb 7, 2024 | Bayesian OptimizationEfficient Exploration | CodeCode Available | 1 |
| Standard Gaussian Process Can Be Excellent for High-Dimensional Bayesian Optimization | Feb 5, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Genetic-guided GFlowNets for Sample Efficient Molecular Optimization | Feb 5, 2024 | Bayesian OptimizationDrug Discovery | CodeCode Available | 1 |
| High-dimensional Bayesian Optimization via Covariance Matrix Adaptation Strategy | Feb 5, 2024 | Bayesian Optimization | CodeCode Available | 1 |
| Vanilla Bayesian Optimization Performs Great in High Dimensions | Feb 3, 2024 | Bayesian Optimization | CodeCode Available | 1 |
| Efficient Hyperparameter Optimization with Adaptive Fidelity Identification | Jan 1, 2024 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Bayesian optimized physics-informed neural network for estimating wave propagation velocities | Dec 21, 2023 | Bayesian Optimizationparameter estimation | CodeCode Available | 1 |
| Probabilistic learning of the Purkinje network from the electrocardiogram | Dec 15, 2023 | AnatomyBayesian Optimization | CodeCode Available | 1 |
| auto-sktime: Automated Time Series Forecasting | Dec 13, 2023 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| GP+: A Python Library for Kernel-based learning via Gaussian Processes | Dec 12, 2023 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Using Large Language Models for Hyperparameter Optimization | Dec 7, 2023 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Advancing Bayesian Optimization via Learning Correlated Latent Space | Oct 31, 2023 | Bayesian Optimization | CodeCode Available | 1 |
