| 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 |