| 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 |
| High-Dimensional Bayesian Optimization via Tree-Structured Additive Models | Dec 24, 2020 | Additive modelsBayesian Optimization | CodeCode Available | 1 |
| Emergent Hand Morphology and Control from Optimizing Robust Grasps of Diverse Objects | Dec 22, 2020 | Bayesian OptimizationMORPH | —Unverified | 0 |
| Subword Sampling for Low Resource Word Alignment | Dec 21, 2020 | Bayesian OptimizationMachine Translation | —Unverified | 0 |
| An Information-Theoretic Framework for Unifying Active Learning Problems | Dec 19, 2020 | Active LearningBayesian Optimization | CodeCode Available | 0 |
| Top-k Ranking Bayesian Optimization | Dec 19, 2020 | Bayesian Optimization | CodeCode Available | 0 |
| Solving Black-Box Optimization Challenge via Learning Search Space Partition for Local Bayesian Optimization | Dec 18, 2020 | Bayesian Optimization | CodeCode Available | 1 |
| Detecting Botnet Attacks in IoT Environments: An Optimized Machine Learning Approach | Dec 16, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Amazon SageMaker Automatic Model Tuning: Scalable Gradient-Free Optimization | Dec 15, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Bayesian Optimization -- Multi-Armed Bandit Problem | Dec 14, 2020 | Bayesian OptimizationSurvey | CodeCode Available | 0 |
| Mercer Features for Efficient Combinatorial Bayesian Optimization | Dec 14, 2020 | Bayesian OptimizationThompson Sampling | CodeCode Available | 1 |
| Accelerating high-throughput virtual screening through molecular pool-based active learning | Dec 13, 2020 | Active LearningBayesian Optimization | CodeCode Available | 1 |
| Warm Starting CMA-ES for Hyperparameter Optimization | Dec 13, 2020 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| Differential Evolution for Neural Architecture Search | Dec 11, 2020 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| Better call Surrogates: A hybrid Evolutionary Algorithm for Hyperparameter optimization | Dec 11, 2020 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Neural fidelity warping for efficient robot morphology design | Dec 8, 2020 | Bayesian Optimization | CodeCode Available | 0 |
| Efficient Automatic CASH via Rising Bandits | Dec 8, 2020 | AutoMLBayesian Optimization | —Unverified | 0 |
| Physics-Aware Gaussian Processes in Remote Sensing | Dec 7, 2020 | Bayesian OptimizationEarth Observation | —Unverified | 0 |
| Quantum Circuit Design Search | Dec 7, 2020 | Bayesian OptimizationGeneral Classification | CodeCode Available | 0 |
| Adaptive Local Bayesian Optimization Over Multiple Discrete Variables | Dec 7, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| MFES-HB: Efficient Hyperband with Multi-Fidelity Quality Measurements | Dec 5, 2020 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| Bayesian optimization assisted unsupervised learning for efficient intra-tumor partitioning in MRI and survival prediction for glioblastoma patients | Dec 5, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Sentence Transformers and Bayesian Optimization for Adverse Drug Effect Detection from Twitter | Dec 1, 2020 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration | Dec 1, 2020 | Bayesian OptimizationCode Generation | —Unverified | 0 |
| Task-Agnostic Amortized Inference of Gaussian Process Hyperparameters | Dec 1, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Diversity-Guided Multi-Objective Bayesian Optimization With Batch Evaluations | Dec 1, 2020 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 |