| Topological Bayesian Optimization with Persistence Diagrams | Feb 26, 2019 | Bayesian OptimizationTopological Data Analysis | —Unverified | 0 |
| Quantifying error contributions of computational steps, algorithms and hyperparameter choices in image classification pipelines | Feb 25, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| High Dimensional Restrictive Federated Model Selection with multi-objective Bayesian Optimization over shifted distributions | Feb 24, 2019 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Quantifying contribution and propagation of error from computational steps, algorithms and hyperparameter choices in image classification pipelines | Feb 21, 2019 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Multifidelity Bayesian Optimization for Binomial Output | Feb 19, 2019 | Bayesian Optimization | —Unverified | 0 |
| Learning to Generalize from Sparse and Underspecified Rewards | Feb 19, 2019 | Bayesian OptimizationSemantic Parsing | CodeCode Available | 0 |
| The Kalai-Smorodinski solution for many-objective Bayesian optimization | Feb 18, 2019 | Bayesian Optimization | —Unverified | 0 |
| BOAssembler: a Bayesian Optimization Framework to Improve RNA-Seq Assembly Performance | Feb 14, 2019 | Bayesian Optimization | CodeCode Available | 0 |
| Harnessing Low-Fidelity Data to Accelerate Bayesian Optimization via Posterior Regularization | Feb 11, 2019 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Adaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional Subspaces | Feb 8, 2019 | Bayesian Optimization | CodeCode Available | 1 |
| Fast Hyperparameter Tuning using Bayesian Optimization with Directional Derivatives | Feb 6, 2019 | Bayesian OptimizationLearning Theory | —Unverified | 0 |
| Bayesian optimization in ab initio nuclear physics | Feb 3, 2019 | Bayesian Optimization | —Unverified | 0 |
| Learnable Embedding Space for Efficient Neural Architecture Compression | Feb 1, 2019 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 0 |
| Combinatorial Bayesian Optimization using the Graph Cartesian Product | Feb 1, 2019 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 0 |
| ProBO: Versatile Bayesian Optimization Using Any Probabilistic Programming Language | Jan 31, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Evaluation Function Approximation for Scrabble | Jan 25, 2019 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its parallelization | Jan 24, 2019 | Bayesian OptimizationNumerical Integration | —Unverified | 0 |
| On Local Optimizers of Acquisition Functions in Bayesian Optimization | Jan 24, 2019 | Bayesian Optimizationvalid | —Unverified | 0 |
| Efficient surrogate modeling methods for large-scale Earth system models based on machine learning techniques | Jan 16, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| No-Regret Bayesian Optimization with Unknown Hyperparameters | Jan 10, 2019 | Bayesian Optimization | —Unverified | 0 |
| Multi-level CNN for lung nodule classification with Gaussian Process assisted hyperparameter optimization | Jan 2, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation | Dec 21, 2018 | Bayesian OptimizationCPU | CodeCode Available | 1 |
| Fast Exact Computation of Expected HyperVolume Improvement | Dec 18, 2018 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| Bayesian Optimization in AlphaGo | Dec 17, 2018 | Bayesian OptimisationBayesian Optimization | —Unverified | 0 |
| Data-efficient Auto-tuning with Bayesian Optimization: An Industrial Control Study | Dec 15, 2018 | Bayesian Optimization | —Unverified | 0 |
| Code Failure Prediction and Pattern Extraction using LSTM Networks | Dec 13, 2018 | Bayesian OptimizationSentence | —Unverified | 0 |
| Doubly Bayesian Optimization | Dec 11, 2018 | Bayesian OptimizationProbabilistic Programming | —Unverified | 0 |
| Progressive Sampling-Based Bayesian Optimization for Efficient and Automatic Machine Learning Model Selection | Dec 6, 2018 | Automatic Machine Learning Model SelectionBayesian Optimization | —Unverified | 0 |
| Learning to Design Circuits | Dec 5, 2018 | Bayesian OptimizationReinforcement Learning | —Unverified | 0 |
| Scalable Hyperparameter Transfer Learning | Dec 1, 2018 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Automating Bayesian optimization with Bayesian optimization | Dec 1, 2018 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Efficient High Dimensional Bayesian Optimization with Additivity and Quadrature Fourier Features | Dec 1, 2018 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Deep Collective Matrix Factorization for Augmented Multi-View Learning | Nov 28, 2018 | Bayesian OptimizationMatrix Completion | CodeCode Available | 0 |
| Regret bounds for meta Bayesian optimization with an unknown Gaussian process prior | Nov 23, 2018 | Bayesian OptimizationMotion Planning | CodeCode Available | 0 |
| Learning Multiple Defaults for Machine Learning Algorithms | Nov 23, 2018 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Deep Siamese Networks with Bayesian non-Parametrics for Video Object Tracking | Nov 18, 2018 | Bayesian OptimizationObject | —Unverified | 0 |
| Suggesting Cooking Recipes Through Simulation and Bayesian Optimization | Nov 9, 2018 | Bayesian Optimization | —Unverified | 0 |
| Fast Hyperparameter Optimization of Deep Neural Networks via Ensembling Multiple Surrogates | Nov 6, 2018 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Practical Batch Bayesian Optimization for Less Expensive Functions | Nov 5, 2018 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| A Batched Scalable Multi-Objective Bayesian Optimization Algorithm | Nov 4, 2018 | Bayesian Optimization | —Unverified | 0 |
| A General Framework for Multi-fidelity Bayesian Optimization with Gaussian Processes | Nov 2, 2018 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Scaling Gaussian Process Regression with Derivatives | Oct 29, 2018 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 0 |
| Nonlocal flocking dynamics: Learning the fractional order of PDEs from particle simulations | Oct 27, 2018 | Bayesian Optimization | —Unverified | 0 |
| Machine Learning Accelerated Likelihood-Free Event Reconstruction in Dark Matter Direct Detection | Oct 23, 2018 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Hybrid-MST: A Hybrid Active Sampling Strategy for Pairwise Preference Aggregation | Oct 20, 2018 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 0 |
| Global Search with Bernoulli Alternation Kernel for Task-oriented Grasping Informed by Simulation | Oct 10, 2018 | Bayesian Optimization | —Unverified | 0 |
| Combining Bayesian Optimization and Lipschitz Optimization | Oct 10, 2018 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Procedural Noise Adversarial Examples for Black-Box Attacks on Deep Convolutional Networks | Sep 30, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| Developmental Bayesian Optimization of Black-Box with Visual Similarity-Based Transfer Learning | Sep 26, 2018 | Bayesian OptimisationBayesian Optimization | —Unverified | 0 |
| Benchmarking five global optimization approaches for nano-optical shape optimization and parameter reconstruction | Sep 18, 2018 | Bayesian OptimizationBenchmarking | —Unverified | 0 |