| NIMS-OS: An automation software to implement a closed loop between artificial intelligence and robotic experiments in materials science | Apr 27, 2023 | Bayesian Optimization | CodeCode Available | 1 |
| Bayesian Optimization Meets Self-Distillation | Apr 25, 2023 | Bayesian Optimizationimage-classification | CodeCode Available | 1 |
| BO-ICP: Initialization of Iterative Closest Point Based on Bayesian Optimization | Apr 25, 2023 | Bayesian Optimizationglobal-optimization | CodeCode Available | 1 |
| Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces | Apr 22, 2023 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance | Apr 21, 2023 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Bayesian Optimization of Catalysis With In-Context Learning | Apr 11, 2023 | Bayesian OptimizationFeature Engineering | CodeCode Available | 1 |
| Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction | Apr 9, 2023 | Bayesian OptimizationPrediction | CodeCode Available | 1 |
| qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization | Mar 28, 2023 | Bayesian Optimization | CodeCode Available | 1 |
| Quantum approximate optimization via learning-based adaptive optimization | Mar 27, 2023 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 1 |
| Neural-BO: A Black-box Optimization Algorithm using Deep Neural Networks | Mar 3, 2023 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings | Mar 3, 2023 | Bayesian OptimizationVocal Bursts Intensity Prediction | CodeCode Available | 1 |
| Sample-efficient Multi-objective Molecular Optimization with GFlowNets | Feb 8, 2023 | Bayesian OptimizationDiversity | CodeCode Available | 1 |
| Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes | Feb 3, 2023 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 1 |
| SOBER: Highly Parallel Bayesian Optimization and Bayesian Quadrature over Discrete and Mixed Spaces | Jan 27, 2023 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 |
| Deep Unfolded Tensor Robust PCA with Self-supervised Learning | Dec 21, 2022 | Bayesian OptimizationSelf-Supervised Learning | CodeCode Available | 1 |
| Calibration and generalizability of probabilistic models on low-data chemical datasets with DIONYSUS | Dec 3, 2022 | Bayesian OptimizationDeep Learning | CodeCode Available | 1 |
| Model-based Causal Bayesian Optimization | Nov 18, 2022 | Bayesian Optimizationmodel | CodeCode Available | 1 |
| Combining Multi-Fidelity Modelling and Asynchronous Batch Bayesian Optimization | Nov 11, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars | Nov 3, 2022 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| Online Control of Adaptive Large Neighborhood Search using Deep Reinforcement Learning | Nov 1, 2022 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 1 |
| Deep Gaussian Process-based Multi-fidelity Bayesian Optimization for Simulated Chemical Reactors | Oct 31, 2022 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Bayesian Optimization with Conformal Prediction Sets | Oct 22, 2022 | Active LearningBayesian Optimization | CodeCode Available | 1 |
| Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization | Oct 18, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Pareto Set Learning for Expensive Multi-Objective Optimization | Oct 16, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Sample-Then-Optimize Batch Neural Thompson Sampling | Oct 13, 2022 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| Joint Entropy Search for Multi-objective Bayesian Optimization | Oct 6, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Monte Carlo Tree Search based Variable Selection for High Dimensional Bayesian Optimization | Oct 4, 2022 | Bayesian OptimizationMuJoCo | CodeCode Available | 1 |
| New Paradigms for Exploiting Parallel Experiments in Bayesian Optimization | Oct 3, 2022 | Bayesian OptimizationExperimental Design | CodeCode Available | 1 |
| GLSO: Grammar-guided Latent Space Optimization for Sample-efficient Robot Design Automation | Sep 23, 2022 | Bayesian Optimizationvalid | CodeCode Available | 1 |
| Sequential Bayesian Optimization for Adaptive Informative Path Planning with Multimodal Sensing | Sep 16, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Bayesian Optimization of Sampling Densities in MRI | Sep 15, 2022 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 1 |
| Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization (ZoMBI) | Aug 26, 2022 | Bayesian OptimizationDisease Prediction | CodeCode Available | 1 |
| A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System Delay | Aug 11, 2022 | Bayesian OptimizationFault Diagnosis | CodeCode Available | 1 |
| On Controller Tuning with Time-Varying Bayesian Optimization | Jul 22, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Bayesian Generational Population-Based Training | Jul 19, 2022 | Bayesian OptimizationReinforcement Learning (RL) | CodeCode Available | 1 |
| Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence Modeling | Jul 9, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Pre-training helps Bayesian optimization too | Jul 7, 2022 | Bayesian Optimizationglobal-optimization | CodeCode Available | 1 |
| A General Recipe for Likelihood-free Bayesian Optimization | Jun 27, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Query-Efficient and Scalable Black-Box Adversarial Attacks on Discrete Sequential Data via Bayesian Optimization | Jun 17, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation | Jun 16, 2022 | Bayesian Optimizationglobal-optimization | CodeCode Available | 1 |
| Improving Accuracy of Interpretability Measures in Hyperparameter Optimization via Bayesian Algorithm Execution | Jun 11, 2022 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| πBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization | Apr 23, 2022 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Bayesian optimization with known experimental and design constraints for chemistry applications | Mar 29, 2022 | Bayesian Optimizationscientific discovery | CodeCode Available | 1 |
| Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage | Mar 29, 2022 | Bayesian OptimizationFederated Learning | CodeCode Available | 1 |
| Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders | Mar 23, 2022 | Bayesian OptimizationDenoising | CodeCode Available | 1 |
| Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes | Mar 21, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Sparse Bayesian Optimization | Mar 3, 2022 | Bayesian OptimizationRecommendation Systems | CodeCode Available | 1 |
| Supervising the Multi-Fidelity Race of Hyperparameter Configurations | Feb 20, 2022 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Robust Multi-Objective Bayesian Optimization Under Input Noise | Feb 15, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| SnAKe: Bayesian Optimization with Pathwise Exploration | Jan 31, 2022 | Bayesian Optimization | CodeCode Available | 1 |
