| VABO: Violation-Aware Bayesian Optimization for Closed-Loop Control Performance Optimization with Unmodeled Constraints | Oct 14, 2021 | Bayesian Optimization | —Unverified | 0 |
| 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 |
| Neural Bootstrapping Attention for Neural Processes | Sep 29, 2021 | Bayesian OptimizationDecision Making | —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 |
| H-Entropy Search: Generalizing Bayesian Optimization with a Decision-theoretic Uncertainty Measure | Sep 29, 2021 | Bayesian Optimization | —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 |
| BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization | Sep 29, 2021 | Bayesian OptimizationHyperparameter Optimization | —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 |
| Differentiable Hyper-parameter Optimization | Sep 29, 2021 | Bayesian OptimizationBIG-bench Machine Learning | —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 |
| 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 |
| Scalable Bayesian Optimization Accelerates Process Optimization of Penicillin Production | Sep 24, 2021 | Bayesian OptimizationDrug Discovery | CodeCode Available | 0 |
| Bayesian Optimization with Clustering and Rollback for CNN Auto Pruning | Sep 22, 2021 | Bayesian OptimizationClustering | CodeCode Available | 0 |
| Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces | Sep 22, 2021 | Bayesian OptimizationVocal Bursts Intensity Prediction | CodeCode Available | 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 |
| Computationally Efficient High-Dimensional Bayesian Optimization via Variable Selection | Sep 20, 2021 | Bayesian OptimizationVariable Selection | CodeCode Available | 0 |
| 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 |
| LinEasyBO: Scalable Bayesian Optimization Approach for Analog Circuit Synthesis via One-Dimensional Subspaces | Sep 1, 2021 | Bayesian Optimization | —Unverified | 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 |
| Online Optimization of Stimulation Speed in an Auditory Brain-Computer Interface under Time Constraints | Aug 26, 2021 | Bayesian OptimizationBrain Computer Interface | —Unverified | 0 |
| 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 |
| MobileCaps: A Lightweight Model for Screening and Severity Analysis of COVID-19 Chest X-Ray Images | Aug 19, 2021 | Bayesian Optimization | —Unverified | 0 |
| Sonic: A Sampling-based Online Controller for Streaming Applications | Aug 15, 2021 | Bayesian Optimization | —Unverified | 0 |
| Scalable3-BO: Big Data meets HPC - A scalable asynchronous parallel high-dimensional Bayesian optimization framework on supercomputers | Aug 12, 2021 | Bayesian Optimization | —Unverified | 0 |
| Spiderweb nanomechanical resonators via Bayesian optimization: inspired by nature and guided by machine learning | Aug 10, 2021 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| High dimensional Bayesian Optimization Algorithm for Complex System in Time Series | Aug 4, 2021 | Bayesian OptimizationDimensionality Reduction | —Unverified | 0 |
| Solving Fashion Recommendation -- The Farfetch Challenge | Aug 3, 2021 | Bayesian OptimizationBinary Classification | —Unverified | 0 |
| BoA-PTA, A Bayesian Optimization Accelerated Error-Free SPICE Solver | Jul 31, 2021 | Bayesian OptimizationVariational Inference | —Unverified | 0 |
| Trusted-Maximizers Entropy Search for Efficient Bayesian Optimization | Jul 30, 2021 | Bayesian OptimizationFace Recognition | CodeCode Available | 0 |
| Bayesian Optimization in Materials Science: A Survey | Jul 29, 2021 | Bayesian OptimizationSurvey | —Unverified | 0 |
| Bayesian Optimization for Min Max Optimization | Jul 29, 2021 | Bayesian Optimization | CodeCode Available | 0 |
| Bayesian Optimisation for Sequential Experimental Design with Applications in Additive Manufacturing | Jul 27, 2021 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 |
| A Simple Approach to Automated Spectral Clustering | Jul 23, 2021 | Bayesian OptimizationClustering | CodeCode Available | 0 |
| Learning-To-Ensemble by Contextual Rank Aggregation in E-Commerce | Jul 19, 2021 | Bayesian Optimization | —Unverified | 0 |
| Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges | Jul 13, 2021 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Recent advances in Bayesian optimization with applications to parameter reconstruction in optical nano-metrology | Jul 12, 2021 | Bayesian Optimization | —Unverified | 0 |
| Scaling Gaussian Processes with Derivative Information Using Variational Inference | Jul 8, 2021 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Many Objective Bayesian Optimization | Jul 8, 2021 | Bayesian Optimization | —Unverified | 0 |