| AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning | Apr 8, 2019 | Bayesian OptimizationInductive Bias | —Unverified | 0 |
| Learning to Control Highly Accelerated Ballistic Movements on Muscular Robots | Apr 7, 2019 | Bayesian OptimizationSafe Exploration | —Unverified | 0 |
| Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization | Apr 4, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Enhancement of Energy-Based Swing-Up Controller via Entropy Search | Apr 2, 2019 | Bayesian Optimization | —Unverified | 0 |
| Adaptive Bayesian Linear Regression for Automated Machine Learning | Apr 1, 2019 | AutoMLBayesian Optimization | —Unverified | 0 |
| Bayesian Optimization for Policy Search via Online-Offline Experimentation | Apr 1, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Using Gaussian process regression for efficient parameter reconstruction | Mar 28, 2019 | Bayesian Optimizationregression | —Unverified | 0 |
| Sampling Acquisition Functions for Batch Bayesian Optimization | Mar 22, 2019 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Deep Gaussian Processes for Multi-fidelity Modeling | Mar 18, 2019 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Financial Applications of Gaussian Processes and Bayesian Optimization | Mar 12, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning | Mar 12, 2019 | Bayesian Optimization | —Unverified | 0 |
| Sim-to-Real Transfer for Biped Locomotion | Mar 4, 2019 | Bayesian OptimizationFriction | —Unverified | 0 |
| High-dimensional Bayesian optimization using low-dimensional feature spaces | Feb 27, 2019 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 0 |
| Topological Bayesian Optimization with Persistence Diagrams | Feb 26, 2019 | Bayesian OptimizationTopological Data Analysis | —Unverified | 0 |
| Fully Distributed Bayesian Optimization with Stochastic Policies | Feb 26, 2019 | Bayesian OptimizationThompson Sampling | —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 |
| 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 |
| Combinatorial Bayesian Optimization using the Graph Cartesian Product | Feb 1, 2019 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 0 |
| Learnable Embedding Space for Efficient Neural Architecture Compression | 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 |
| 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 |
| Learning Multiple Defaults for Machine Learning Algorithms | Nov 23, 2018 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Regret bounds for meta Bayesian optimization with an unknown Gaussian process prior | Nov 23, 2018 | Bayesian OptimizationMotion Planning | CodeCode Available | 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 |