| Noise-Adaptive Confidence Sets for Linear Bandits and Application to Bayesian Optimization | Feb 12, 2024 | Bayesian OptimizationDecision Making | CodeCode Available | 0 | 5 |
| Adaptive Batch Sizes for Active Learning A Probabilistic Numerics Approach | Jun 9, 2023 | Active LearningBayesian Optimisation | CodeCode Available | 0 | 5 |
| BO4IO: A Bayesian optimization approach to inverse optimization with uncertainty quantification | May 28, 2024 | Bayesian OptimizationUncertainty Quantification | CodeCode Available | 0 | 5 |
| An Information-Theoretic Framework for Unifying Active Learning Problems | Dec 19, 2020 | Active LearningBayesian Optimization | CodeCode Available | 0 | 5 |
| Domain Invariant Learning for Gaussian Processes and Bayesian Exploration | Dec 18, 2023 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 | 5 |
| DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks | Feb 1, 2025 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| BOCK : Bayesian Optimization with Cylindrical Kernels | Jun 5, 2018 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Distributionally Ambiguous Optimization Techniques for Batch Bayesian Optimization | Jul 13, 2017 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Distributed Thompson sampling under constrained communication | Oct 21, 2024 | Bayesian OptimizationThompson Sampling | CodeCode Available | 0 | 5 |
| Discovering Physics-Informed Neural Networks Model for Solving Partial Differential Equations through Evolutionary Computation | May 18, 2024 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Discovering Many Diverse Solutions with Bayesian Optimization | Oct 20, 2022 | Bayesian OptimizationDiversity | CodeCode Available | 0 | 5 |
| Discovery of Self-Assembling π-Conjugated Peptides by Active Learning-Directed Coarse-Grained Molecular Simulation | Jan 27, 2020 | Active LearningBayesian Optimization | CodeCode Available | 0 | 5 |
| D-VAE: A Variational Autoencoder for Directed Acyclic Graphs | Apr 24, 2019 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal | Oct 14, 2024 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 | 5 |
| BOIDS: High-dimensional Bayesian Optimization via Incumbent-guided Direction Lines and Subspace Embeddings | Dec 17, 2024 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| AdaCL:Adaptive Continual Learning | Mar 23, 2023 | Bayesian Optimizationclass-incremental learning | CodeCode Available | 0 | 5 |
| Investigating Bayesian optimization for expensive-to-evaluate black box functions: Application in fluid dynamics | Jul 19, 2022 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 | 5 |
| Bayesian Optimisation for Sequential Experimental Design with Applications in Additive Manufacturing | Jul 27, 2021 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 | 5 |
| Process-constrained batch Bayesian approaches for yield optimization in multi-reactor systems | Aug 5, 2024 | Bayesian OptimizationThompson Sampling | CodeCode Available | 0 | 5 |
| Diagnosing and fixing common problems in Bayesian optimization for molecule design | Jun 11, 2024 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Demystifying the Adversarial Robustness of Random Transformation Defenses | Jun 18, 2022 | Adversarial RobustnessAutonomous Vehicles | CodeCode Available | 0 | 5 |
| Optimizing Falsification for Learning-Based Control Systems: A Multi-Fidelity Bayesian Approach | Sep 12, 2024 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| An end-to-end neural network framework for SOH estimation and RUL prediction of lithium battery | May 1, 2022 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| BOtied: Multi-objective Bayesian optimization with tied multivariate ranks | Jun 1, 2023 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Deep Generative Models for Subgraph Prediction | Aug 7, 2024 | Bayesian OptimizationGraph Learning | CodeCode Available | 0 | 5 |