| Gryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge | Mar 26, 2020 | Bayesian OptimizationDensity Estimation | —Unverified | 0 |
| Preferential Batch Bayesian Optimization | Mar 25, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Model-based Asynchronous Hyperparameter and Neural Architecture Search | Mar 24, 2020 | AutoMLBayesian Optimization | CodeCode Available | 3 |
| Regret and Belief Complexity Trade-off in Gaussian Process Bandits via Information Thresholding | Mar 23, 2020 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Cost-aware Bayesian Optimization | Mar 22, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Towards Automatic Bayesian Optimization: A first step involving acquisition functions | Mar 21, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| aphBO-2GP-3B: A budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture | Mar 20, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Interpretable Personalization via Policy Learning with Linear Decision Boundaries | Mar 17, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Time-varying Gaussian Process Bandit Optimization with Non-constant Evaluation Time | Mar 10, 2020 | Bayesian OptimizationRecommendation Systems | —Unverified | 0 |
| Modelling Human Active Search in Optimizing Black-box Functions | Mar 9, 2020 | Active LearningBayesian Optimization | —Unverified | 0 |
| Composition of kernel and acquisition functions for High Dimensional Bayesian Optimization | Mar 9, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Testing Scenario Library Generation for Connected and Automated Vehicles: An Adaptive Framework | Mar 8, 2020 | Bayesian Optimization | —Unverified | 0 |
| Bayesian optimization of variable-size design space problems | Mar 6, 2020 | Bayesian Optimization | —Unverified | 0 |
| Knot Selection in Sparse Gaussian Processes with a Variational Objective Function | Mar 5, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Data-efficient Domain Randomization with Bayesian Optimization | Mar 5, 2020 | Bayesian Optimization | —Unverified | 0 |
| Optimizing JPEG Quantization for Classification Networks | Mar 5, 2020 | Bayesian OptimizationClassification | —Unverified | 0 |
| On Hyper-parameter Tuning for Stochastic Optimization Algorithms | Mar 4, 2020 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| Robust Policy Search for Robot Navigation | Mar 2, 2020 | Bayesian OptimizationRobot Navigation | —Unverified | 0 |
| Nano-Material Configuration Design with Deep Surrogate Langevin Dynamics | Feb 26, 2020 | Bayesian Optimization | —Unverified | 0 |
| Incorporating Expert Prior Knowledge into Experimental Design via Posterior Sampling | Feb 26, 2020 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| PHS: A Toolbox for Parallel Hyperparameter Search | Feb 26, 2020 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Efficient Rollout Strategies for Bayesian Optimization | Feb 24, 2020 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Practical Bayesian Optimization of Objectives with Conditioning Variables | Feb 23, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Weighting Is Worth the Wait: Bayesian Optimization with Importance Sampling | Feb 23, 2020 | Bayesian Optimization | —Unverified | 0 |
| Nonmyopic Gaussian Process Optimization with Macro-Actions | Feb 22, 2020 | Bayesian Optimization | —Unverified | 0 |
| Knot Selection in Sparse Gaussian Processes | Feb 21, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Computational Design with Crowds | Feb 20, 2020 | Bayesian Optimization | —Unverified | 0 |
| Distributionally Robust Bayesian Optimization | Feb 20, 2020 | Bayesian Optimization | —Unverified | 0 |
| Scalable Constrained Bayesian Optimization | Feb 20, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Online Parameter Estimation for Safety-Critical Systems with Gaussian Processes | Feb 18, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Reward Design for Driver Repositioning Using Multi-Agent Reinforcement Learning | Feb 17, 2020 | Bayesian OptimizationBilevel Optimization | —Unverified | 0 |
| Black-Box Optimization with Local Generative Surrogates | Feb 11, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Projective Preferential Bayesian Optimization | Feb 8, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization | Feb 7, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| BOFFIN TTS: Few-Shot Speaker Adaptation by Bayesian Optimization | Feb 4, 2020 | Bayesian Optimizationtext-to-speech | —Unverified | 0 |
| Uncertainty Quantification for Bayesian Optimization | Feb 4, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Automatic Pruning for Quantized Neural Networks | Feb 3, 2020 | Bayesian OptimizationQuantization | —Unverified | 0 |
| Stochastic geometry to generalize the Mondrian Process | Feb 3, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization | Jan 31, 2020 | Bayesian OptimizationMisconceptions | CodeCode Available | 1 |
| Bayesian Neural Architecture Search using A Training-Free Performance Metric | Jan 29, 2020 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| Discovery of Self-Assembling π-Conjugated Peptides by Active Learning-Directed Coarse-Grained Molecular Simulation | Jan 27, 2020 | Active LearningBayesian Optimization | CodeCode Available | 0 |
| Bayesian optimization for backpropagation in Monte-Carlo tree search | Jan 25, 2020 | Bayesian Optimization | —Unverified | 0 |
| Tight Regret Bounds for Noisy Optimization of a Brownian Motion | Jan 25, 2020 | Bayesian OptimizationTwo-sample testing | —Unverified | 0 |
| AutoFCL: Automatically Tuning Fully Connected Layers for Handling Small Dataset | Jan 22, 2020 | Bayesian Optimizationimage-classification | CodeCode Available | 0 |
| Learning Directed Locomotion in Modular Robots with Evolvable Morphologies | Jan 21, 2020 | Bayesian Optimization | —Unverified | 0 |
| Bayesian Optimization for Policy Search in High-Dimensional Systems via Automatic Domain Selection | Jan 21, 2020 | Bayesian Optimization | —Unverified | 0 |
| FlexiBO: A Decoupled Cost-Aware Multi-Objective Optimization Approach for Deep Neural Networks | Jan 18, 2020 | Bayesian OptimizationObject Detection | CodeCode Available | 1 |
| Scalable Hyperparameter Optimization with Lazy Gaussian Processes | Jan 16, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Stepwise Model Selection for Sequence Prediction via Deep Kernel Learning | Jan 12, 2020 | AutoMLBayesian Optimization | —Unverified | 0 |
| Adaptive Expansion Bayesian Optimization for Unbounded Global Optimization | Jan 12, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |