| On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning | Jul 16, 2022 | Bayesian OptimizationData Augmentation | —Unverified | 0 |
| Non-Myopic Multifidelity Bayesian Optimization | Jul 13, 2022 | Bayesian Optimization | —Unverified | 0 |
| RobustAnalog: Fast Variation-Aware Analog Circuit Design Via Multi-task RL | 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 |
| 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 |
| 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 |
| Quantum Neural Architecture Search with Quantum Circuits Metric and Bayesian Optimization | Jun 28, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Rethinking Optimization with Differentiable Simulation from a Global Perspective | Jun 28, 2022 | Bayesian Optimization | —Unverified | 0 |
| Revisiting Architecture-aware Knowledge Distillation: Smaller Models and Faster Search | Jun 27, 2022 | Bayesian OptimizationKnowledge Distillation | —Unverified | 0 |
| 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 |
| Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview | Jun 15, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| On Provably Robust Meta-Bayesian Optimization | Jun 14, 2022 | Bayesian OptimizationMeta-Learning | CodeCode Available | 0 |
| High-Dimensional Bayesian Optimization with Constraints: Application to Powder Weighing | Jun 13, 2022 | Bayesian OptimizationRepresentation Learning | —Unverified | 0 |
| Joint Entropy Search for Maximally-Informed Bayesian Optimization | Jun 9, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Recent Advances in Bayesian Optimization | Jun 7, 2022 | Bayesian OptimizationFairness | —Unverified | 0 |
| Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization | Jun 7, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Transfer Learning based Search Space Design for Hyperparameter Tuning | Jun 6, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Automated Circuit Sizing with Multi-objective Optimization based on Differential Evolution and Bayesian Inference | Jun 6, 2022 | Bayesian InferenceBayesian Optimization | —Unverified | 0 |
| Hybrid Parameter Search and Dynamic Model Selection for Mixed-Variable Bayesian Optimization | Jun 3, 2022 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Graph Machine Learning for Design of High-Octane Fuels | Jun 1, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Features extraction and reduction techniques with optimized SVM for Persian/Arabic handwritten digits recognition | May 30, 2022 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 0 |
| Joint Constrained Bayesian Optimization of Planning, Guidance, Control, and State Estimation of an Autonomous Underwater Vehicle | May 29, 2022 | Bayesian OptimizationState Estimation | —Unverified | 0 |
| Targeted Adaptive Design | May 27, 2022 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| Surrogate modeling for Bayesian optimization beyond a single Gaussian process | May 27, 2022 | Bayesian OptimizationDrug Discovery | —Unverified | 0 |
| Transfer learning driven design optimization for inertial confinement fusion | May 26, 2022 | Bayesian OptimizationTransfer Learning | —Unverified | 0 |
| Advanced Manufacturing Configuration by Sample-efficient Batch Bayesian Optimization | May 24, 2022 | Bayesian OptimizationBenchmarking | —Unverified | 0 |
| ODBO: Bayesian Optimization with Search Space Prescreening for Directed Protein Evolution | May 19, 2022 | Bayesian OptimizationExperimental Design | CodeCode Available | 0 |
| Hyperparameter Optimization with Neural Network Pruning | May 18, 2022 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization | May 18, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| A model aggregation approach for high-dimensional large-scale optimization | May 16, 2022 | Bayesian OptimizationFace Detection | —Unverified | 0 |
| Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback | May 15, 2022 | Bayesian Optimization | —Unverified | 0 |
| Hyper-parameter tuning of physics-informed neural networks: Application to Helmholtz problems | May 13, 2022 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization | May 11, 2022 | Bayesian Optimization | —Unverified | 0 |
| Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization | May 10, 2022 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Generative Evolutionary Strategy For Black-Box Optimizations | May 6, 2022 | Bayesian Optimization | —Unverified | 0 |
| An end-to-end neural network framework for SOH estimation and RUL prediction of lithium battery | May 1, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| High Dimensional Bayesian Optimization with Kernel Principal Component Analysis | Apr 28, 2022 | Bayesian OptimizationCPU | —Unverified | 0 |
| Designing thermal radiation metamaterials via hybrid adversarial autoencoder and Bayesian optimization | Apr 26, 2022 | Bayesian Optimization | —Unverified | 0 |
| Forecasting foreign exchange rates with regression networks tuned by Bayesian optimization | Apr 26, 2022 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| STC-IDS: Spatial-Temporal Correlation Feature Analyzing based Intrusion Detection System for Intelligent Connected Vehicles | Apr 23, 2022 | Anomaly ClassificationBayesian Optimization | —Unverified | 0 |