| Beyond Grids: Multi-objective Bayesian Optimization With Adaptive Discretization | Jun 24, 2020 | Active LearningBayesian Optimization | CodeCode Available | 0 |
| Simple and Scalable Parallelized Bayesian Optimization | Jun 24, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| On Compression Principle and Bayesian Optimization for Neural Networks | Jun 23, 2020 | Bayesian OptimizationDimensionality Reduction | —Unverified | 0 |
| MUMBO: MUlti-task Max-value Bayesian Optimization | Jun 22, 2020 | Bayesian Optimization | —Unverified | 0 |
| Additive Tree-Structured Covariance Function for Conditional Parameter Spaces in Bayesian Optimization | Jun 21, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian Optimization | Jun 19, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Bayesian Optimization with Missing Inputs | Jun 19, 2020 | Bayesian OptimizationMissing Values | —Unverified | 0 |
| Efficient Hyperparameter Optimization under Multi-Source Covariate Shift | Jun 18, 2020 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| Likelihood-Free Inference with Deep Gaussian Processes | Jun 18, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Recursive Two-Step Lookahead Expected Payoff for Time-Dependent Bayesian Optimization | Jun 14, 2020 | Bayesian OptimizationVocal Bursts Valence Prediction | —Unverified | 0 |
| Multilayer Neuromodulated Architectures for Memory-Constrained Online Continual Learning | Jun 12, 2020 | Bayesian Optimizationclass-incremental learning | —Unverified | 0 |
| An efficient application of Bayesian optimization to an industrial MDO framework for aircraft design | Jun 12, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Uncertainty quantification using martingales for misspecified Gaussian processes | Jun 12, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Adaptation Strategies for Automated Machine Learning on Evolving Data | Jun 9, 2020 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Fair Bayesian Optimization | Jun 9, 2020 | Bayesian OptimizationFairness | —Unverified | 0 |
| Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization | Jun 9, 2020 | Bayesian OptimizationSecond-order methods | CodeCode Available | 2 |
| Efficient Large-Scale Gaussian Process Bandits by Believing only Informative Actions | Jun 8, 2020 | Bayesian Optimization | —Unverified | 0 |
| Random Hypervolume Scalarizations for Provable Multi-Objective Black Box Optimization | Jun 8, 2020 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Sparse representation for damage identification of structural systems | Jun 6, 2020 | Bayesian OptimizationUncertainty Quantification | —Unverified | 0 |
| Bayesian optimization for modular black-box systems with switching costs | Jun 4, 2020 | Bayesian OptimizationImage Segmentation | —Unverified | 0 |
| Automatic Setting of DNN Hyper-Parameters by Mixing Bayesian Optimization and Tuning Rules | Jun 3, 2020 | Bayesian Optimization | —Unverified | 0 |
| Semi-supervised Embedding Learning for High-dimensional Bayesian Optimization | May 29, 2020 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 0 |
| Causal Bayesian Optimization | May 24, 2020 | Bayesian OptimizationCausal Inference | —Unverified | 0 |
| MANGO: A Python Library for Parallel Hyperparameter Tuning | May 22, 2020 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 1 |
| Epidemiologically and Socio-economically Optimal Policies via Bayesian Optimization | May 22, 2020 | Bayesian Optimization | CodeCode Available | 0 |
| Global Optimization of Gaussian processes | May 21, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Informative Path Planning for Extreme Anomaly Detection in Environment Exploration and Monitoring | May 20, 2020 | Anomaly DetectionBayesian Optimization | CodeCode Available | 1 |
| Cascade Control: Data-Driven Tuning Approach Based on Bayesian Optimization | May 16, 2020 | Bayesian Optimization | —Unverified | 0 |
| A Robust Experimental Evaluation of Automated Multi-Label Classification Methods | May 16, 2020 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| High-dimensional Bayesian Optimization of Personalized Cardiac Model Parameters via an Embedded Generative Model | May 15, 2020 | AnatomyBayesian Optimization | —Unverified | 0 |
| Finding Game Levels with the Right Difficulty in a Few Trials through Intelligent Trial-and-Error | May 15, 2020 | AI AgentBayesian Optimization | CodeCode Available | 0 |
| Excursion Search for Constrained Bayesian Optimization under a Limited Budget of Failures | May 15, 2020 | Bayesian Optimization | CodeCode Available | 0 |
| Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization | May 12, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Using Bayesian Optimization to Accelerate Virtual Screening for the Discovery of Therapeutics Appropriate for Repurposing for COVID-19 | May 11, 2020 | Bayesian Optimization | —Unverified | 0 |
| Upper Trust Bound Feasibility Criterion for Mixed Constrained Bayesian Optimization with Application to Aircraft Design | May 11, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Sequential Gallery for Interactive Visual Design Optimization | May 8, 2020 | Bayesian Optimization | —Unverified | 0 |
| Time Efficiency in Optimization with a Bayesian-Evolutionary Algorithm | May 4, 2020 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning | Apr 30, 2020 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| AutoTune: Automatically Tuning Convolutional Neural Networks for Improved Transfer Learning | Apr 25, 2020 | Bayesian OptimizationTransfer Learning | CodeCode Available | 1 |
| Learning to Guide Random Search | Apr 25, 2020 | Bayesian Optimizationcontinuous-control | CodeCode Available | 1 |
| Bayesian Optimization with Output-Weighted Optimal Sampling | Apr 22, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Combinatorial 3D Shape Generation via Sequential Assembly | Apr 16, 2020 | 3D Shape GenerationBayesian Optimization | CodeCode Available | 1 |
| Quantifying the Effects of Contact Tracing, Testing, and Containment Measures in the Presence of Infection Hotspots | Apr 15, 2020 | Bayesian OptimizationPoint Processes | CodeCode Available | 1 |
| A Modified Bayesian Optimization based Hyper-Parameter Tuning Approach for Extreme Gradient Boosting | Apr 10, 2020 | Bayesian Optimization | —Unverified | 0 |
| Parallel Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints | Apr 1, 2020 | Bayesian Optimization | CodeCode Available | 0 |
| Neural network based country wise risk prediction of COVID-19 | Mar 31, 2020 | Bayesian Optimization | —Unverified | 0 |
| Adaptation of Engineering Wake Models using Gaussian Process Regression and High-Fidelity Simulation Data | Mar 30, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| NPENAS: Neural Predictor Guided Evolution for Neural Architecture Search | Mar 28, 2020 | Bayesian OptimizationEvolutionary Algorithms | CodeCode Available | 1 |
| Deep-n-Cheap: An Automated Search Framework for Low Complexity Deep Learning | Mar 27, 2020 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| Optimization of Genomic Classifiers for Clinical Deployment: Evaluation of Bayesian Optimization to Select Predictive Models of Acute Infection and In-Hospital Mortality | Mar 27, 2020 | Bayesian OptimizationBenchmarking | —Unverified | 0 |