| Deep-n-Cheap: An Automated Search Framework for Low Complexity Deep Learning | Mar 27, 2020 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| Black-Box Optimization with Local Generative Surrogates | Feb 11, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Projective Preferential Bayesian Optimization | Feb 8, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization | Feb 7, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization | Jan 31, 2020 | Bayesian OptimizationMisconceptions | CodeCode Available | 1 |
| Bayesian Neural Architecture Search using A Training-Free Performance Metric | Jan 29, 2020 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| FlexiBO: A Decoupled Cost-Aware Multi-Objective Optimization Approach for Deep Neural Networks | Jan 18, 2020 | Bayesian OptimizationObject Detection | CodeCode Available | 1 |
| Max-value Entropy Search for Multi-Objective Bayesian Optimization | Dec 1, 2019 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 |
| BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search | Oct 25, 2019 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| BINOCULARS for Efficient, Nonmyopic Sequential Experimental Design | Sep 10, 2019 | Bayesian OptimizationExperimental Design | CodeCode Available | 1 |
| Improving Attacks on Round-Reduced Speck32/64 Using Deep Learning | Aug 1, 2019 | Bayesian OptimizationCryptanalysis | CodeCode Available | 1 |
| Efficient Optimization of Echo State Networks for Time Series Datasets | Mar 12, 2019 | AstronomyBayesian Optimization | CodeCode Available | 1 |
| Adaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional Subspaces | Feb 8, 2019 | Bayesian Optimization | CodeCode Available | 1 |
| ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation | Dec 21, 2018 | Bayesian OptimizationCPU | CodeCode Available | 1 |
| Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search | Jul 18, 2018 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| BOHB: Robust and Efficient Hyperparameter Optimization at Scale | Jul 4, 2018 | Bayesian OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Differentiable Compositional Kernel Learning for Gaussian Processes | Jun 12, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning | Feb 20, 2018 | Bayesian OptimizationDiagnostic | CodeCode Available | 1 |
| High-Dimensional Bayesian Optimization via Additive Models with Overlapping Groups | Feb 20, 2018 | Additive modelsBayesian Optimization | CodeCode Available | 1 |
| Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy Search | Sep 20, 2017 | Bayesian OptimizationTransfer Learning | CodeCode Available | 1 |
| Practical Bayesian Optimization for Model Fitting with Bayesian Adaptive Direct Search | May 11, 2017 | Bayesian Optimization | CodeCode Available | 1 |
| Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization | Mar 21, 2016 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Deep Boltzmann Machines in Estimation of Distribution Algorithms for Combinatorial Optimization | Sep 22, 2015 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 1 |
| Denoising Autoencoders for fast Combinatorial Black Box Optimization | Mar 6, 2015 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 1 |
| Merge Kernel for Bayesian Optimization on Permutation Space | Jul 17, 2025 | Bayesian Optimization | —Unverified | 0 |
