| A Quadrature Approach for General-Purpose Batch Bayesian Optimization via Probabilistic Lifting | Apr 18, 2024 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 | 5 |
| Bayesian Optimization of Risk Measures | Jul 10, 2020 | Bayesian OptimizationDecision Making | CodeCode Available | 1 | 5 |
| InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models | Jun 5, 2023 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings | Mar 3, 2023 | Bayesian OptimizationVocal Bursts Intensity Prediction | CodeCode Available | 1 | 5 |
| Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization | Oct 18, 2022 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| Advancing Bayesian Optimization via Learning Correlated Latent Space | Oct 31, 2023 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| Bayesian Optimization over Hybrid Spaces | Jun 8, 2021 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| Deep Boltzmann Machines in Estimation of Distribution Algorithms for Combinatorial Optimization | Sep 22, 2015 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 1 | 5 |
| Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy Search | Sep 20, 2017 | Bayesian OptimizationTransfer Learning | CodeCode Available | 1 | 5 |
| A hyperparameter-tuning approach to automated inverse planning | May 14, 2021 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 1 | 5 |
| LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso | Nov 4, 2021 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Bayesian Safety Validation for Failure Probability Estimation of Black-Box Systems | May 3, 2023 | Bayesian OptimizationDecision Making | CodeCode Available | 1 | 5 |
| A Sober Look at LLMs for Material Discovery: Are They Actually Good for Bayesian Optimization Over Molecules? | Feb 7, 2024 | Bayesian OptimizationEfficient Exploration | CodeCode Available | 1 | 5 |
| Quantifying the Effects of Contact Tracing, Testing, and Containment Measures in the Presence of Infection Hotspots | Apr 15, 2020 | Bayesian OptimizationPoint Processes | CodeCode Available | 1 | 5 |
| Bayesian Optimization with Output-Weighted Optimal Sampling | Apr 22, 2020 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders | Mar 23, 2022 | Bayesian OptimizationDenoising | CodeCode Available | 1 | 5 |
| Constrained Causal Bayesian Optimization | May 31, 2023 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 | 5 |
| A stacked deep convolutional neural network to predict the remaining useful life of a turbofan engine | Nov 24, 2021 | Bayesian OptimizationModel Selection | CodeCode Available | 1 | 5 |
| Deep Gaussian Process-based Multi-fidelity Bayesian Optimization for Simulated Chemical Reactors | Oct 31, 2022 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 | 5 |
| A Study of Bayesian Neural Network Surrogates for Bayesian Optimization | May 31, 2023 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences | Jun 7, 2024 | Bayesian OptimizationDrug Design | CodeCode Available | 1 | 5 |
| Best Practices for Multi-Fidelity Bayesian Optimization in Materials and Molecular Research | Oct 1, 2024 | Bayesian OptimizationInformativeness | CodeCode Available | 1 | 5 |
| Mercer Features for Efficient Combinatorial Bayesian Optimization | Dec 14, 2020 | Bayesian OptimizationThompson Sampling | CodeCode Available | 1 | 5 |
| Model-based Causal Bayesian Optimization | Nov 18, 2022 | Bayesian Optimizationmodel | CodeCode Available | 1 | 5 |
| Deep Unfolded Tensor Robust PCA with Self-supervised Learning | Dec 21, 2022 | Bayesian OptimizationSelf-Supervised Learning | CodeCode Available | 1 | 5 |
