| Constrained multi-objective optimization of process design parameters in settings with scarce data: an application to adhesive bonding | Dec 16, 2021 | Bayesian Optimizationregression | —Unverified | 0 |
| Predicting the utility of search spaces for black-box optimization:a simple, budget-aware approach | Dec 15, 2021 | Bayesian Optimization | —Unverified | 0 |
| Automatic tuning of hyper-parameters of reinforcement learning algorithms using Bayesian optimization with behavioral cloning | Dec 15, 2021 | Bayesian OptimizationMeta-Learning | —Unverified | 0 |
| Triangulation candidates for Bayesian optimization | Dec 14, 2021 | Bayesian Optimization | CodeCode Available | 0 |
| Efficient Device Scheduling with Multi-Job Federated Learning | Dec 11, 2021 | Bayesian OptimizationFairness | —Unverified | 0 |
| Multi-objective simulation optimization of the adhesive bonding process of materials | Dec 9, 2021 | Bayesian Optimizationregression | —Unverified | 0 |
| Hyper-parameter optimization based on soft actor critic and hierarchical mixture regularization | Dec 8, 2021 | Bayesian Optimizationreinforcement-learning | —Unverified | 0 |
| Online Calibrated and Conformal Prediction Improves Bayesian Optimization | Dec 8, 2021 | Bayesian OptimizationConformal Prediction | —Unverified | 0 |
| Multi-Task Learning on Networks | Dec 7, 2021 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| Two-step Lookahead Bayesian Optimization with Inequality Constraints | Dec 6, 2021 | Bayesian OptimizationVocal Bursts Valence Prediction | —Unverified | 0 |
| Efficient Calibration of Multi-Agent Simulation Models from Output Series with Bayesian Optimization | Dec 3, 2021 | Bayesian OptimizationTime Series Analysis | —Unverified | 0 |
| Towards Futuristic Autonomous Experimentation--A Surprise-Reacting Sequential Experiment Policy | Dec 1, 2021 | Bayesian Optimization | —Unverified | 0 |
| Constrained Two-step Look-Ahead Bayesian Optimization | Dec 1, 2021 | Bayesian OptimizationVocal Bursts Valence Prediction | —Unverified | 0 |
| Optimizing Conditional Value-At-Risk of Black-Box Functions | Dec 1, 2021 | Bayesian OptimizationThompson Sampling | CodeCode Available | 0 |
| Counterexample Guided RL Policy Refinement Using Bayesian Optimization | Dec 1, 2021 | Bayesian OptimizationReinforcement Learning (RL) | CodeCode Available | 0 |
| Playing Ping Pong with Light: Directional Emission of White Light | Nov 30, 2021 | Bayesian Optimization | —Unverified | 0 |
| Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers | Nov 29, 2021 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| Optimizing High-Dimensional Physics Simulations via Composite Bayesian Optimization | Nov 29, 2021 | Bayesian OptimizationVocal Bursts Intensity Prediction | —Unverified | 0 |
| Towards Robust and Automatic Hyper-Parameter Tunning | Nov 28, 2021 | Bayesian Optimization | CodeCode Available | 0 |
| Autonomous optimization of nonaqueous battery electrolytes via robotic experimentation and machine learning | Nov 23, 2021 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Transfer Learning with Gaussian Processes for Bayesian Optimization | Nov 22, 2021 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Prediction of Probabilistic Transient Stability Using Support Vector Machine | Nov 22, 2021 | Bayesian Optimization | —Unverified | 0 |
| Quality and Computation Time in Optimization Problems | Nov 20, 2021 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| Model-agnostic bias mitigation methods with regressor distribution control for Wasserstein-based fairness metrics | Nov 19, 2021 | Bayesian OptimizationFairness | —Unverified | 0 |
| Accounting for Gaussian Process Imprecision in Bayesian Optimization | Nov 16, 2021 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Bayesian Optimization for Cascade-type Multi-stage Processes | Nov 16, 2021 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Stochastic Gradient Line Bayesian Optimization for Efficient Noise-Robust Optimization of Parameterized Quantum Circuits | Nov 15, 2021 | Bayesian Optimization | —Unverified | 0 |
| Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs | Nov 12, 2021 | Bayesian Optimization | CodeCode Available | 0 |
| Safe Real-Time Optimization using Multi-Fidelity Gaussian Processes | Nov 10, 2021 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Searching in the Forest for Local Bayesian Optimization | Nov 10, 2021 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Optimizing Bayesian acquisition functions in Gaussian Processes | Nov 9, 2021 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Explaining Hyperparameter Optimization via Partial Dependence Plots | Nov 8, 2021 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Contextual Bayesian optimization with binary outputs | Nov 5, 2021 | Active LearningBayesian Optimization | —Unverified | 0 |
| An Algorithmic Theory of Metacognition in Minds and Machines | Nov 5, 2021 | Bayesian OptimizationReinforcement Learning (RL) | —Unverified | 0 |
| AUTOKD: Automatic Knowledge Distillation Into A Student Architecture Family | Nov 5, 2021 | Bayesian OptimizationKnowledge Distillation | —Unverified | 0 |
| Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems | Nov 2, 2021 | Bayesian Optimizationimage-classification | —Unverified | 0 |
| End-to-End Learning of Deep Kernel Acquisition Functions for Bayesian Optimization | Nov 1, 2021 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation | Oct 31, 2021 | Bayesian OptimizationData Augmentation | —Unverified | 0 |
| Bayesian optimization of distributed neurodynamical controller models for spatial navigation | Oct 31, 2021 | Bayesian OptimizationEfficient Exploration | —Unverified | 0 |
| A comparison of mixed-variables Bayesian optimization approaches | Oct 30, 2021 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Differentially Private Federated Bayesian Optimization with Distributed Exploration | Oct 27, 2021 | Bayesian OptimizationFederated Learning | —Unverified | 0 |
| Diversified Sampling for Batched Bayesian Optimization with Determinantal Point Processes | Oct 22, 2021 | Bayesian OptimizationDiversity | —Unverified | 0 |
| Gaussian Process Sampling and Optimization with Approximate Upper and Lower Bounds | Oct 22, 2021 | Bayesian Optimization | —Unverified | 0 |
| Bayesian Optimization and Deep Learning forsteering wheel angle prediction | Oct 22, 2021 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies | Oct 20, 2021 | Bayesian OptimizationNeural Architecture Search | —Unverified | 0 |
| Bayesian Active Meta-Learning for Black-Box Optimization | Oct 19, 2021 | Bayesian OptimizationMeta-Learning | —Unverified | 0 |
| A portfolio approach to massively parallel Bayesian optimization | Oct 18, 2021 | Bayesian OptimizationMultiobjective Optimization | —Unverified | 0 |
| Efficient Exploration in Binary and Preferential Bayesian Optimization | Oct 18, 2021 | Bayesian OptimizationEfficient Exploration | —Unverified | 0 |
| A Nested Weighted Tchebycheff Multi-Objective Bayesian Optimization Approach for Flexibility of Unknown Utopia Estimation in Expensive Black-box Design Problems | Oct 16, 2021 | Bayesian OptimizationModel Selection | —Unverified | 0 |
| Evaluation of Hyperparameter-Optimization Approaches in an Industrial Federated Learning System | Oct 15, 2021 | Bayesian OptimizationFederated Learning | —Unverified | 0 |