| A Programmable Approach to Neural Network Compression | Nov 6, 2019 | Bayesian OptimizationImage Classification | CodeCode Available | 0 |
| Designing over uncertain outcomes with stochastic sampling Bayesian optimization | Nov 5, 2019 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Why Non-myopic Bayesian Optimization is Promising and How Far Should We Look-ahead? A Study via Rollout | Nov 4, 2019 | Bayesian Optimization | —Unverified | 0 |
| On Batch Bayesian Optimization | Nov 4, 2019 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Thompson Sampling for Contextual Bandit Problems with Auxiliary Safety Constraints | Nov 2, 2019 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Machine Learning for high speed channel optimization | Nov 1, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Safe Exploration for Interactive Machine Learning | Oct 30, 2019 | Active LearningBayesian Optimization | —Unverified | 0 |
| Robust Model-free Reinforcement Learning with Multi-objective Bayesian Optimization | Oct 29, 2019 | Bayesian Optimizationreinforcement-learning | —Unverified | 0 |
| Bayesian Optimization with Unknown Search Space | Oct 29, 2019 | Bayesian Optimization | CodeCode Available | 0 |
| Prior Specification for Bayesian Matrix Factorization via Prior Predictive Matching | Oct 27, 2019 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search | Oct 25, 2019 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Leveraging Legacy Data to Accelerate Materials Design via Preference Learning | Oct 25, 2019 | Bayesian OptimizationData Integration | CodeCode Available | 0 |
| Intensity-Based Feature Selection for Near Real-Time Damage Diagnosis of Building Structures | Oct 23, 2019 | Bayesian Optimizationfeature selection | —Unverified | 0 |
| Machine Learning Inter-Atomic Potentials Generation Driven by Active Learning: A Case Study for Amorphous and Liquid Hafnium dioxide | Oct 22, 2019 | Active LearningBayesian Optimization | CodeCode Available | 0 |
| Parameter estimation for biochemical reaction networks using Wasserstein distances | Oct 21, 2019 | Bayesian Optimizationparameter estimation | CodeCode Available | 0 |
| Dynamic Subgoal-based Exploration via Bayesian Optimization | Oct 21, 2019 | Bayesian OptimizationEfficient Exploration | CodeCode Available | 0 |
| Bayesian Optimization Allowing for Common Random Numbers | Oct 21, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Approximate Sampling using an Accelerated Metropolis-Hastings based on Bayesian Optimization and Gaussian Processes | Oct 21, 2019 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Integrals over Gaussians under Linear Domain Constraints | Oct 21, 2019 | Bayesian Optimization | CodeCode Available | 0 |
| Policy Learning for Malaria Control | Oct 20, 2019 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Constrained Bayesian Optimization with Max-Value Entropy Search | Oct 15, 2019 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization | Oct 14, 2019 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 2 |
| Bayesian Optimization using Pseudo-Points | Oct 12, 2019 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| Bayesian Optimization Meets Riemannian Manifolds in Robot Learning | Oct 11, 2019 | Bayesian OptimizationReinforcement Learning | —Unverified | 0 |
| Optimal experimental design via Bayesian optimization: active causal structure learning for Gaussian process networks | Oct 9, 2019 | Active LearningBayesian Optimisation | —Unverified | 0 |
