| Risk-averse Stochastic Optimization for Farm Management Practices and Cultivar Selection Under Uncertainty | Jul 17, 2022 | Bayesian OptimizationManagement | —Unverified | 0 |
| On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning | Jul 16, 2022 | Bayesian OptimizationData Augmentation | —Unverified | 0 |
| RobustAnalog: Fast Variation-Aware Analog Circuit Design Via Multi-task RL | Jul 13, 2022 | Bayesian Optimization | —Unverified | 0 |
| Non-Myopic Multifidelity Bayesian Optimization | Jul 13, 2022 | Bayesian Optimization | —Unverified | 0 |
| Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design | Jul 11, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Parallel Bayesian Optimization of Agent-based Transportation Simulation | Jul 11, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence Modeling | Jul 9, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Bayesian multi-objective optimization for stochastic simulators: an extension of the Pareto Active Learning method | Jul 8, 2022 | Active LearningBayesian Optimization | —Unverified | 0 |
| Bayesian Hyperparameter Optimization for Deep Neural Network-Based Network Intrusion Detection | Jul 7, 2022 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Pre-training helps Bayesian optimization too | Jul 7, 2022 | Bayesian Optimizationglobal-optimization | CodeCode Available | 1 |
| Spike Calibration: Fast and Accurate Conversion of Spiking Neural Network for Object Detection and Segmentation | Jul 6, 2022 | Bayesian Optimizationobject-detection | —Unverified | 0 |
| Fidelity of Ensemble Aggregation for Saliency Map Explanations using Bayesian Optimization Techniques | Jul 4, 2022 | Bayesian Optimization | —Unverified | 0 |
| Tree ensemble kernels for Bayesian optimization with known constraints over mixed-feature spaces | Jul 2, 2022 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 0 |
| Asynchronous Decentralized Bayesian Optimization for Large Scale Hyperparameter Optimization | Jul 1, 2022 | Bayesian OptimizationComputational Efficiency | —Unverified | 0 |
| Optimizing Training Trajectories in Variational Autoencoders via Latent Bayesian Optimization Approach | Jun 30, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Rethinking Optimization with Differentiable Simulation from a Global Perspective | Jun 28, 2022 | Bayesian Optimization | —Unverified | 0 |
| Quantum Neural Architecture Search with Quantum Circuits Metric and Bayesian Optimization | Jun 28, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Revisiting Architecture-aware Knowledge Distillation: Smaller Models and Faster Search | Jun 27, 2022 | Bayesian OptimizationKnowledge Distillation | —Unverified | 0 |
| A General Recipe for Likelihood-free Bayesian Optimization | Jun 27, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach | Jun 25, 2022 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Dynamic Multi-objective Ensemble of Acquisition Functions in Batch Bayesian Optimization | Jun 22, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Bayesian Optimization under Stochastic Delayed Feedback | Jun 19, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Demystifying the Adversarial Robustness of Random Transformation Defenses | Jun 18, 2022 | Adversarial RobustnessAutonomous Vehicles | CodeCode Available | 0 |
| Designing MacPherson Suspension Architectures using Bayesian Optimization | Jun 17, 2022 | Bayesian Optimization | —Unverified | 0 |
| Query-Efficient and Scalable Black-Box Adversarial Attacks on Discrete Sequential Data via Bayesian Optimization | Jun 17, 2022 | Bayesian Optimization | CodeCode Available | 1 |
