| Bayesian Neural Architecture Search using A Training-Free Performance Metric | Jan 29, 2020 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 | 5 |
| Emulation of physical processes with Emukit | Oct 25, 2021 | Bayesian OptimizationDecision Making | CodeCode Available | 1 | 5 |
| Batched Energy-Entropy acquisition for Bayesian Optimization | Oct 11, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 | 5 |
| Batched Bayesian optimization by maximizing the probability of including the optimum | Oct 8, 2024 | Bayesian OptimizationDiversity | CodeCode Available | 1 | 5 |
| Amortized Probabilistic Conditioning for Optimization, Simulation and Inference | Oct 20, 2024 | Bayesian OptimizationMeta-Learning | CodeCode Available | 1 | 5 |
| Bayesian Generational Population-Based Training | Jul 19, 2022 | Bayesian OptimizationReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| Leveraging Trust for Joint Multi-Objective and Multi-Fidelity Optimization | Dec 27, 2021 | Bayesian OptimizationBenchmarking | CodeCode Available | 1 | 5 |
| Explainable Fuzzy Neural Network with Multi-Fidelity Reinforcement Learning for Micro-Architecture Design Space Exploration | Dec 14, 2024 | Bayesian OptimizationDecision Making | CodeCode Available | 1 | 5 |
| Bayesian Optimization for auto-tuning GPU kernels | Nov 26, 2021 | Bayesian OptimizationGPU | CodeCode Available | 1 | 5 |
| Gemini: Dynamic Bias Correction for Autonomous Experimentation and Molecular Simulation | Mar 5, 2021 | Bayesian Optimizationregression | CodeCode Available | 1 | 5 |
| Geometry-aware Bayesian Optimization in Robotics using Riemannian Matérn Kernels | Nov 2, 2021 | Bayesian OptimizationMotion Planning | CodeCode Available | 1 | 5 |
| GLSO: Grammar-guided Latent Space Optimization for Sample-efficient Robot Design Automation | Sep 23, 2022 | Bayesian Optimizationvalid | CodeCode Available | 1 | 5 |
| Simple and Efficient Hard Label Black-box Adversarial Attacks in Low Query Budget Regimes | Jul 13, 2020 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| Anvil: An integration of artificial intelligence, sampling techniques, and a combined CAD-CFD tool | Jun 24, 2024 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| High-Dimensional Bayesian Optimization via Additive Models with Overlapping Groups | Feb 20, 2018 | Additive modelsBayesian Optimization | CodeCode Available | 1 | 5 |
| High-Dimensional Bayesian Optimization via Nested Riemannian Manifolds | Oct 21, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 | 5 |
| Deep-n-Cheap: An Automated Search Framework for Low Complexity Deep Learning | Mar 27, 2020 | AutoMLBayesian Optimization | CodeCode Available | 1 | 5 |
| Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars | Nov 3, 2022 | AutoMLBayesian Optimization | CodeCode Available | 1 | 5 |
| HomOpt: A Homotopy-Based Hyperparameter Optimization Method | Aug 7, 2023 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Constrained Causal Bayesian Optimization | May 31, 2023 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 | 5 |
| Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index | Jun 28, 2024 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| Bayesian Optimization Meets Self-Distillation | Apr 25, 2023 | Bayesian Optimizationimage-classification | CodeCode Available | 1 | 5 |
| Bayesian Optimization of Antibodies Informed by a Generative Model of Evolving Sequences | Dec 10, 2024 | Bayesian OptimizationLanguage Modeling | CodeCode Available | 1 | 5 |
| Bayesian Optimization of Catalysis With In-Context Learning | Apr 11, 2023 | Bayesian OptimizationFeature Engineering | CodeCode Available | 1 | 5 |
| Bayesian Optimized Monte Carlo Planning | Oct 7, 2020 | Bayesian Optimization | CodeCode Available | 1 | 5 |
| A Quadrature Approach for General-Purpose Batch Bayesian Optimization via Probabilistic Lifting | Apr 18, 2024 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 | 5 |
| Bayesian Optimization over Permutation Spaces | Dec 2, 2021 | Bayesian OptimizationHeuristic Search | CodeCode Available | 1 | 5 |
| Inversion-based Latent Bayesian Optimization | Nov 8, 2024 | Bayesian OptimizationDecoder | CodeCode Available | 1 | 5 |
| Bayesian Optimization of Sampling Densities in MRI | Sep 15, 2022 | Bayesian OptimizationDimensionality Reduction | 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 High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings | Mar 3, 2023 | Bayesian OptimizationVocal Bursts Intensity Prediction | 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 |
| LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso | Nov 4, 2021 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 | 5 |
| A hyperparameter-tuning approach to automated inverse planning | May 14, 2021 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 1 | 5 |
| Bayesian Optimization with Conformal Prediction Sets | Oct 22, 2022 | Active LearningBayesian Optimization | CodeCode Available | 1 | 5 |
| Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders | Mar 23, 2022 | Bayesian OptimizationDenoising | 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 known experimental and design constraints for chemistry applications | Mar 29, 2022 | Bayesian Optimizationscientific discovery | CodeCode Available | 1 | 5 |
| ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning | Sep 4, 2020 | Bayesian Optimizationreinforcement-learning | CodeCode Available | 1 | 5 |
| A stacked DCNN to predict the RUL of a turbofan engine | Nov 24, 2021 | Bayesian OptimizationModel Selection | 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 |
| Bayesian Safety Validation for Failure Probability Estimation of Black-Box Systems | May 3, 2023 | Bayesian OptimizationDecision Making | 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 |
| Benchmarking the Performance of Bayesian Optimization across Multiple Experimental Materials Science Domains | May 23, 2021 | Active LearningBayesian Optimisation | 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 |
| Deep Pipeline Embeddings for AutoML | May 23, 2023 | Automatic Machine Learning Model SelectionAutoML | CodeCode Available | 1 | 5 |
