| AutoPilot: Automating SoC Design Space Exploration for SWaP Constrained Autonomous UAVs | Feb 5, 2021 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Hyper-optimization with Gaussian Process and Differential Evolution Algorithm | Jan 26, 2021 | Bayesian Optimization | CodeCode Available | 0 |
| Scaffolded Learning of In-place Trotting Gait for a Quadruped Robot with Bayesian Optimization | Jan 25, 2021 | Bayesian Optimization | —Unverified | 0 |
| Numerical issues in maximum likelihood parameter estimation for Gaussian process interpolation | Jan 24, 2021 | Bayesian OptimizationGPR | CodeCode Available | 0 |
| Bayesian Optimization Assisted Meal Bolus Decision Based on Gaussian Processes Learning and Risk-Sensitive Control | Jan 20, 2021 | Bayesian OptimizationData Driven Optimal Control | —Unverified | 0 |
| A New Knowledge Gradient-based Method for Constrained Bayesian Optimization | Jan 20, 2021 | Bayesian Optimization | —Unverified | 0 |
| Few-Shot Bayesian Optimization with Deep Kernel Surrogates | Jan 19, 2021 | Bayesian OptimizationFew-Shot Learning | —Unverified | 0 |
| Safe and Efficient Model-free Adaptive Control via Bayesian Optimization | Jan 19, 2021 | Bayesian Optimization | —Unverified | 0 |
| TREGO: a Trust-Region Framework for Efficient Global Optimization | Jan 18, 2021 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Cost-Efficient Online Hyperparameter Optimization | Jan 17, 2021 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| CobBO: Coordinate Backoff Bayesian Optimization with Two-Stage Kernels | Jan 13, 2021 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 1 |
| Bayesian optimization with improved scalability and derivative information for efficient design of nanophotonic structures | Jan 8, 2021 | Bayesian Optimization | —Unverified | 0 |
| Application of an automated machine learning-genetic algorithm (AutoML-GA) coupled with computational fluid dynamics simulations for rapid engine design optimization | Jan 7, 2021 | Active LearningAutoML | —Unverified | 0 |
| Hyperboost: Hyperparameter Optimization by Gradient Boosting surrogate models | Jan 6, 2021 | AutoMLBayesian Optimization | —Unverified | 0 |
| Meta-Learning Conjugate Priors for Few-Shot Bayesian Optimization | Jan 3, 2021 | Bayesian OptimizationMeta-Learning | —Unverified | 0 |
| GSdyn: Learning training dynamics via online Gaussian optimization with gradient states | Jan 1, 2021 | Bayesian Optimization | —Unverified | 0 |
| Differentiable Graph Optimization for Neural Architecture Search | Jan 1, 2021 | Bayesian OptimizationGraph Neural Network | —Unverified | 0 |
| Learning Collision-free Latent Space for Bayesian Optimization | Jan 1, 2021 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| Approximating Pareto Frontier through Bayesian-optimization-directed Robust Multi-objective Reinforcement Learning | Jan 1, 2021 | Bayesian OptimizationDiversity | —Unverified | 0 |
| Probabilistic Meta-Learning for Bayesian Optimization | Jan 1, 2021 | Bayesian OptimizationMeta-Learning | —Unverified | 0 |
| Learning to Make Decisions via Submodular Regularization | Jan 1, 2021 | Active LearningBayesian Optimization | —Unverified | 0 |
| Don't be picky, all students in the right family can learn from good teachers | Jan 1, 2021 | AllBayesian Optimization | —Unverified | 0 |
| Zero-shot Transfer Learning for Gray-box Hyper-parameter Optimization | Jan 1, 2021 | Bayesian OptimizationTransfer Learning | —Unverified | 0 |
| Good practices for Bayesian Optimization of high dimensional structured spaces | Dec 31, 2020 | Bayesian OptimizationVocal Bursts Intensity Prediction | CodeCode Available | 0 |
| Deep Evolutionary Learning for Molecular Design | Dec 28, 2020 | Bayesian Optimization | —Unverified | 0 |