| High-Dimensional Contextual Policy Search with Unknown Context Rewards using Bayesian Optimization | Dec 1, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Reducing Discrimination in Learning Algorithms for Social Good in Sociotechnical Systems | Nov 27, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Autonomous Graph Mining Algorithm Search with Best Speed/Accuracy Trade-off | Nov 26, 2020 | Bayesian OptimizationGraph Mining | CodeCode Available | 0 |
| Combinatorial Bayesian Optimization with Random Mapping Functions to Convex Polytopes | Nov 26, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Hyper-parameter estimation method with particle swarm optimization | Nov 24, 2020 | Bayesian Optimizationparameter estimation | —Unverified | 0 |
| Pareto-efficient Acquisition Functions for Cost-Aware Bayesian Optimization | Nov 23, 2020 | Bayesian Optimization | —Unverified | 0 |
| A Population-based Hybrid Approach to Hyperparameter Optimization for Neural Networks | Nov 22, 2020 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| Learn to Bind and Grow Neural Structures | Nov 21, 2020 | Bayesian OptimizationContinual Learning | —Unverified | 0 |
| Design of Experiments for Verifying Biomolecular Networks | Nov 20, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Waypoint Optimization Using Bayesian Optimization: A Case Study in Airborne Wind Energy Systems | Nov 17, 2020 | Bayesian Optimization | —Unverified | 0 |
| Efficient Exploration of Reward Functions in Inverse Reinforcement Learning via Bayesian Optimization | Nov 17, 2020 | Bayesian OptimizationEfficient Exploration | —Unverified | 0 |
| Towards a General Framework for ML-based Self-tuning Databases | Nov 16, 2020 | Bayesian OptimizationReinforcement Learning (RL) | —Unverified | 0 |
| Treatment Allocation with Strategic Agents | Nov 12, 2020 | Bayesian OptimizationMarketing | —Unverified | 0 |
| A Learning-Based Tune-Free Control Framework for Large Scale Autonomous Driving System Deployment | Nov 9, 2020 | Autonomous DrivingBayesian Optimization | —Unverified | 0 |
| Continuous surrogate-based optimization algorithms are well-suited for expensive discrete problems | Nov 6, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| ASFGNN: Automated Separated-Federated Graph Neural Network | Nov 6, 2020 | Bayesian OptimizationGraph Neural Network | —Unverified | 0 |
| Bayesian Variational Optimization for Combinatorial Spaces | Nov 3, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Policy Transfer via Kinematic Domain Randomization and Adaptation | Nov 3, 2020 | Bayesian OptimizationDomain Adaptation | CodeCode Available | 1 |
| Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach | Nov 2, 2020 | Bayesian Optimization | —Unverified | 0 |
| Improved Max-value Entropy Search for Multi-objective Bayesian Optimization with Constraints | Nov 2, 2020 | Bayesian Optimization | CodeCode Available | 0 |
| Resource-Aware Pareto-Optimal Automated Machine Learning Platform | Oct 30, 2020 | AutoMLBayesian Optimization | —Unverified | 0 |
| Bayesian Optimization Meets Laplace Approximation for Robotic Introspection | Oct 30, 2020 | Bayesian Optimization | —Unverified | 0 |
| AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data | Oct 30, 2020 | AutoMLBayesian Optimization | —Unverified | 0 |
| Black-Box Optimization of Object Detector Scales | Oct 29, 2020 | Bayesian OptimizationObject | —Unverified | 0 |
| Safety-Aware Cascade Controller Tuning Using Constrained Bayesian Optimization | Oct 28, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
