| Bayesian Optimization and Deep Learning forsteering wheel angle prediction | Oct 22, 2021 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| Gaussian Process Sampling and Optimization with Approximate Upper and Lower Bounds | Oct 22, 2021 | Bayesian Optimization | —Unverified | 0 |
| Diversified Sampling for Batched Bayesian Optimization with Determinantal Point Processes | Oct 22, 2021 | Bayesian OptimizationDiversity | —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 |
| VABO: Violation-Aware Bayesian Optimization for Closed-Loop Control Performance Optimization with Unmodeled Constraints | Oct 14, 2021 | Bayesian Optimization | —Unverified | 0 |
| Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization | Oct 13, 2021 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 1 |
| Surrogate-Assisted Reference Vector Adaptation to Various Pareto Front Shapes for Many-Objective Bayesian Optimization | Oct 10, 2021 | Bayesian OptimizationDiversity | CodeCode Available | 0 |
| Revisiting Design Choices in Offline Model-Based Reinforcement Learning | Oct 8, 2021 | Bayesian OptimizationModel-based Reinforcement Learning | —Unverified | 0 |
| Scaling Bayesian Optimization With Game Theory | Oct 7, 2021 | Bayesian Optimization | —Unverified | 0 |
| On the Correspondence between Gaussian Processes and Geometric Harmonics | Oct 5, 2021 | Bayesian OptimizationDimensionality Reduction | —Unverified | 0 |
| Simple Recurrent Neural Networks is all we need for clinical events predictions using EHR data | Oct 3, 2021 | AllBayesian Optimization | CodeCode Available | 1 |
| Machine Learning with Knowledge Constraints for Process Optimization of Open-Air Perovskite Solar Cell Manufacturing | Oct 1, 2021 | Bayesian OptimizationBenchmarking | CodeCode Available | 1 |
| Differentiable Hyper-parameter Optimization | Sep 29, 2021 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| AutoMO-Mixer: An automated multi-objective multi-layer perspecton Mixer model for medical image based diagnosis | Sep 29, 2021 | Bayesian OptimizationMedical Image Analysis | —Unverified | 0 |
| Benchmarking Algorithms from Machine Learning for Low-Budget Black-Box Optimization | Sep 29, 2021 | Bayesian OptimizationBenchmarking | —Unverified | 0 |
| RoDesigner: Variation-Aware Optimization for Robust Analog Design with Multi-Task RL | Sep 29, 2021 | Bayesian Optimization | —Unverified | 0 |
| BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization | Sep 29, 2021 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Neural Bootstrapping Attention for Neural Processes | Sep 29, 2021 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| AutoOED: Automated Optimal Experimental Design Platform with Data- and Time-Efficient Multi-Objective Optimization | Sep 29, 2021 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Expected Improvement-based Contextual Bandits | Sep 29, 2021 | Bayesian OptimizationMulti-Armed Bandits | —Unverified | 0 |
| H-Entropy Search: Generalizing Bayesian Optimization with a Decision-theoretic Uncertainty Measure | Sep 29, 2021 | Bayesian Optimization | —Unverified | 0 |
| DEBOSH: Deep Bayesian Shape Optimization | Sep 28, 2021 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| High-Dimensional Discrete Bayesian Optimization with Self-Supervised Representation Learning for Data-Efficient Materials Exploration | Sep 24, 2021 | Bayesian OptimizationRepresentation Learning | CodeCode Available | 0 |
| Scalable Bayesian Optimization Accelerates Process Optimization of Penicillin Production | Sep 24, 2021 | Bayesian OptimizationDrug Discovery | CodeCode Available | 0 |
| A Bayesian Optimization Approach for Attenuation Correction in SPECT Brain Imaging | Sep 24, 2021 | Bayesian OptimizationDiagnostic | —Unverified | 0 |
| Online Adaptation of Parameters using GRU-based Neural Network with BO for Accurate Driving Model | Sep 24, 2021 | Bayesian OptimizationSelf-Driving Cars | —Unverified | 0 |
| A Robust Asymmetric Kernel Function for Bayesian Optimization, with Application to Image Defect Detection in Manufacturing Systems | Sep 22, 2021 | Bayesian OptimizationDefect Detection | —Unverified | 0 |
| Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces | Sep 22, 2021 | Bayesian OptimizationVocal Bursts Intensity Prediction | CodeCode Available | 0 |
| Bayesian Optimization with Clustering and Rollback for CNN Auto Pruning | Sep 22, 2021 | Bayesian OptimizationClustering | CodeCode Available | 0 |
| SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization | Sep 20, 2021 | AutoMLBayesian Optimization | CodeCode Available | 2 |
| Computationally Efficient High-Dimensional Bayesian Optimization via Variable Selection | Sep 20, 2021 | Bayesian OptimizationVariable Selection | CodeCode Available | 0 |
| Pre-trained Gaussian Processes for Bayesian Optimization | Sep 16, 2021 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Non-smooth Bayesian Optimization in Tuning Problems | Sep 15, 2021 | Bayesian Optimization | CodeCode Available | 0 |
| Identifying Untrustworthy Samples: Data Filtering for Open-domain Dialogues with Bayesian Optimization | Sep 14, 2021 | AttributeBayesian Optimization | —Unverified | 0 |
| Automatic Tuning of Tensorflow's CPU Backend using Gradient-Free Optimization Algorithms | Sep 13, 2021 | Bayesian OptimizationCPU | —Unverified | 0 |
| Learning Performance Bounds for Safety-Critical Systems | Sep 9, 2021 | Bayesian OptimizationTranslation | —Unverified | 0 |
| Data-Driven Learning of 3-Point Correlation Functions as Microstructure Representations | Sep 6, 2021 | Bayesian Optimization | CodeCode Available | 0 |
| An Empirical Analysis of Topic Models: Uncovering the Relationships between Hyperparameters, Document Length and Performance Measures | Sep 1, 2021 | Bayesian OptimizationTopic Models | —Unverified | 0 |
| LinEasyBO: Scalable Bayesian Optimization Approach for Analog Circuit Synthesis via One-Dimensional Subspaces | Sep 1, 2021 | Bayesian Optimization | —Unverified | 0 |
| Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification | Sep 1, 2021 | Bayesian OptimizationClassification | CodeCode Available | 1 |
| Online Optimization of Stimulation Speed in an Auditory Brain-Computer Interface under Time Constraints | Aug 26, 2021 | Bayesian OptimizationBrain Computer Interface | —Unverified | 0 |
| Unsupervised Reservoir Computing for Solving Ordinary Differential Equations | Aug 25, 2021 | Bayesian Optimization | CodeCode Available | 1 |
| Time Dependence in Kalman Filter Tuning | Aug 21, 2021 | Bayesian OptimizationPrediction Intervals | CodeCode Available | 1 |
| Adaptive unsupervised learning with enhanced feature representation for intra-tumor partitioning and survival prediction for glioblastoma | Aug 21, 2021 | Bayesian OptimizationClustering | —Unverified | 0 |
| Lessons from AlphaZero for Optimal, Model Predictive, and Adaptive Control | Aug 20, 2021 | Bayesian OptimizationDecision Making | —Unverified | 0 |