| A Systematic Review of Low-Rank and Local Low-Rank Matrix Approximation in Big Data Medical Imaging | Feb 21, 2024 | Bayesian OptimizationImage Segmentation | —Unverified | 0 |
| Towards accelerating physical discovery via non-interactive and interactive multi-fidelity Bayesian Optimization: Current challenges and future opportunities | Feb 20, 2024 | Active LearningBayesian Optimization | CodeCode Available | 0 |
| Variational Entropy Search for Adjusting Expected Improvement | Feb 17, 2024 | Bayesian OptimizationVariational Inference | —Unverified | 0 |
| Physics-based material parameters extraction from perovskite experiments via Bayesian optimization | Feb 16, 2024 | Bayesian Optimization | —Unverified | 0 |
| Transductive Active Learning: Theory and Applications | Feb 13, 2024 | Active LearningBayesian Optimization | CodeCode Available | 2 |
| Transition Constrained Bayesian Optimization via Markov Decision Processes | Feb 13, 2024 | Bayesian Optimization | —Unverified | 0 |
| Noise-Adaptive Confidence Sets for Linear Bandits and Application to Bayesian Optimization | Feb 12, 2024 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Boundary Exploration for Bayesian Optimization With Unknown Physical Constraints | Feb 12, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Generative Adversarial Model-Based Optimization via Source Critic Regularization | Feb 9, 2024 | Bayesian OptimizationProtein Design | CodeCode Available | 0 |
| Principled Preferential Bayesian Optimization | Feb 8, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| CURE: Simulation-Augmented Auto-Tuning in Robotics | Feb 8, 2024 | Bayesian Optimization | —Unverified | 0 |
| 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 |
| Voronoi Candidates for Bayesian Optimization | Feb 7, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| An Artificial Intelligence (AI) workflow for catalyst design and optimization | Feb 7, 2024 | Active LearningBayesian Optimization | —Unverified | 0 |
| Fully autonomous tuning of a spin qubit | Feb 6, 2024 | Bayesian Optimization | —Unverified | 0 |
| Large Language Models to Enhance Bayesian Optimization | Feb 6, 2024 | Bayesian OptimizationFew-Shot Learning | CodeCode Available | 2 |
| Genetic-guided GFlowNets for Sample Efficient Molecular Optimization | Feb 5, 2024 | Bayesian OptimizationDrug Discovery | CodeCode Available | 1 |
| Standard Gaussian Process Can Be Excellent for High-Dimensional Bayesian Optimization | Feb 5, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| High-dimensional Bayesian Optimization via Covariance Matrix Adaptation Strategy | Feb 5, 2024 | Bayesian Optimization | CodeCode Available | 1 |
| Poisson Process for Bayesian Optimization | Feb 5, 2024 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks | Feb 4, 2024 | Adversarial AttackBayesian Optimization | —Unverified | 0 |
| A Safe Reinforcement Learning driven Weights-varying Model Predictive Control for Autonomous Vehicle Motion Control | Feb 4, 2024 | Bayesian OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Co-orchestration of Multiple Instruments to Uncover Structure-Property Relationships in Combinatorial Libraries | Feb 3, 2024 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 0 |
| Accelerating Look-ahead in Bayesian Optimization: Multilevel Monte Carlo is All you Need | Feb 3, 2024 | AllBayesian Optimization | CodeCode Available | 0 |
| Vanilla Bayesian Optimization Performs Great in High Dimensions | Feb 3, 2024 | Bayesian Optimization | CodeCode Available | 1 |