| Efficient Hyperparameter Optimization of Deep Learning Algorithms Using Deterministic RBF Surrogates | Jul 28, 2016 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 | 5 |
| A Machine Learning and Computer Vision Approach to Rapidly Optimize Multiscale Droplet Generation | May 28, 2021 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| Epidemiologically and Socio-economically Optimal Policies via Bayesian Optimization | May 22, 2020 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Adaptive Batch Sizes for Active Learning A Probabilistic Numerics Approach | Jun 9, 2023 | Active LearningBayesian Optimisation | CodeCode Available | 0 | 5 |
| Domain Invariant Learning for Gaussian Processes and Bayesian Exploration | Dec 18, 2023 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 | 5 |
| Distributionally Ambiguous Optimization Techniques for Batch Bayesian Optimization | Jul 13, 2017 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Bridging Quantum and Classical Computing in Drug Design: Architecture Principles for Improved Molecule Generation | Jun 1, 2025 | Bayesian OptimizationDrug Design | CodeCode Available | 0 | 5 |
| Practical Bayesian Optimization for Variable Cost Objectives | Mar 13, 2017 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Amortized variational transdimensional inference | Jun 5, 2025 | Bayesian InferenceBayesian Optimization | CodeCode Available | 0 | 5 |
| Don't Waste Your Time: Early Stopping Cross-Validation | May 6, 2024 | Bayesian OptimizationModel Selection | 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 |
| Adaptive importance sampling for heavy-tailed distributions via α-divergence minimization | Oct 25, 2023 | Bayesian OptimizationVariational Inference | CodeCode Available | 0 | 5 |
| Distributed Thompson sampling under constrained communication | Oct 21, 2024 | Bayesian OptimizationThompson Sampling | CodeCode Available | 0 | 5 |
| DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks | Feb 1, 2025 | Bayesian Optimization | CodeCode Available | 0 | 5 |
| Bayesian Data Augmentation and Training for Perception DNN in Autonomous Aerial Vehicles | Dec 10, 2024 | Autonomous VehiclesBayesian Optimization | CodeCode Available | 0 | 5 |
| Accelerating Look-ahead in Bayesian Optimization: Multilevel Monte Carlo is All you Need | Feb 3, 2024 | AllBayesian Optimization | 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 |
| BayesFT: Bayesian Optimization for Fault Tolerant Neural Network Architecture | Sep 30, 2022 | Bayesian Optimizationimage-classification | CodeCode Available | 0 | 5 |
| Rethinking Gradient-Based Methods: Multi-Property Materials Design Beyond Differentiable Targets | Oct 11, 2024 | Band GapBayesian 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 |
| Batched Large-scale Bayesian Optimization in High-dimensional Spaces | Jun 5, 2017 | Bayesian OptimizationDiversity | CodeCode Available | 0 | 5 |
| Deep Gaussian Processes for Multi-fidelity Modeling | Mar 18, 2019 | Bayesian OptimizationDecision Making | CodeCode Available | 0 | 5 |
