| Integrating Human Expertise in Continuous Spaces: A Novel Interactive Bayesian Optimization Framework with Preference Expected Improvement | Jan 23, 2024 | Bayesian Optimization | —Unverified | 0 |
| Quantum Architecture Search with Unsupervised Representation Learning | Jan 21, 2024 | Bayesian OptimizationNeural Architecture Search | —Unverified | 0 |
| Simulation Based Bayesian Optimization | Jan 19, 2024 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 0 |
| Learning-assisted Stochastic Capacity Expansion Planning: A Bayesian Optimization Approach | Jan 19, 2024 | Bayesian OptimizationStochastic Optimization | —Unverified | 0 |
| A Unified Gaussian Process for Branching and Nested Hyperparameter Optimization | Jan 19, 2024 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Automatic dimensionality reduction of Twin-in-the-Loop Observers | Jan 18, 2024 | Bayesian OptimizationDimensionality Reduction | —Unverified | 0 |
| Deep learning enhanced mixed integer optimization: Learning to reduce model dimensionality | Jan 17, 2024 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| Kernelized Normalizing Constant Estimation: Bridging Bayesian Quadrature and Bayesian Optimization | Jan 11, 2024 | Bayesian Optimization | —Unverified | 0 |
| Optimized Ensemble Model Towards Secured Industrial IoT Devices | Jan 10, 2024 | Bayesian OptimizationEnsemble Learning | —Unverified | 0 |
| Closed-loop Identification of a MSW Grate Incinerator using Bayesian Optimization for Selecting Model Inputs and Structure | Jan 10, 2024 | Bayesian OptimizationFLUE | —Unverified | 0 |
| A Multi-objective Newton Optimization Algorithm for Hyper-Parameter Search | Jan 7, 2024 | Bayesian Optimizationobject-detection | —Unverified | 0 |
| SeqNAS: Neural Architecture Search for Event Sequence Classification | Jan 6, 2024 | Bayesian OptimizationClassification | CodeCode Available | 0 |
| Improving sample efficiency of high dimensional Bayesian optimization with MCMC | Jan 5, 2024 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Beyond Regrets: Geometric Metrics for Bayesian Optimization | Jan 3, 2024 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| An Invariant Information Geometric Method for High-Dimensional Online Optimization | Jan 3, 2024 | Bayesian OptimizationMuJoCo | CodeCode Available | 0 |
| Accelerating Black-Box Molecular Property Optimization by Adaptively Learning Sparse Subspaces | Jan 2, 2024 | Bayesian Optimizationmolecular representation | —Unverified | 0 |
| PG-LBO: Enhancing High-Dimensional Bayesian Optimization with Pseudo-Label and Gaussian Process Guidance | Dec 28, 2023 | Bayesian OptimizationPseudo Label | CodeCode Available | 0 |
| Bayesian Inverse Transfer in Evolutionary Multiobjective Optimization | Dec 22, 2023 | Bayesian OptimizationMultiobjective Optimization | CodeCode Available | 0 |
| Cross-Layer Optimization for Fault-Tolerant Deep Learning | Dec 21, 2023 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| Domain Invariant Learning for Gaussian Processes and Bayesian Exploration | Dec 18, 2023 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Stochastic Bayesian Optimization with Unknown Continuous Context Distribution via Kernel Density Estimation | Dec 16, 2023 | Bayesian OptimizationDensity Estimation | CodeCode Available | 0 |
| Improving Environment Robustness of Deep Reinforcement Learning Approaches for Autonomous Racing Using Bayesian Optimization-based Curriculum Learning | Dec 16, 2023 | Autonomous DrivingAutonomous Racing | CodeCode Available | 0 |
| Event-Triggered Safe Bayesian Optimization on Quadcopters | Dec 13, 2023 | Bayesian Optimization | CodeCode Available | 0 |
| Improving search relevance of Azure Cognitive Search by Bayesian optimization | Dec 13, 2023 | Bayesian Optimization | —Unverified | 0 |
| Towards Safe Multi-Task Bayesian Optimization | Dec 12, 2023 | Bayesian Optimization | CodeCode Available | 0 |
| Can LLMs Configure Software Tools | Dec 11, 2023 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Physics-Aware Multifidelity Bayesian Optimization: a Generalized Formulation | Dec 10, 2023 | Bayesian OptimizationManagement | —Unverified | 0 |
| Constrained Bayesian Optimization Under Partial Observations: Balanced Improvements and Provable Convergence | Dec 6, 2023 | Bayesian Optimization | CodeCode Available | 0 |
| Machine Learning Driven Sensitivity Analysis of E3SM Land Model Parameters for Wetland Methane Emissions | Dec 5, 2023 | Bayesian OptimizationCPU | —Unverified | 0 |
| Optimal Data Generation in Multi-Dimensional Parameter Spaces, using Bayesian Optimization | Dec 4, 2023 | Bayesian OptimizationGPR | —Unverified | 0 |
| Risk-Controlling Model Selection via Guided Bayesian Optimization | Dec 4, 2023 | Bayesian OptimizationFairness | —Unverified | 0 |
| Regret Optimality of GP-UCB | Dec 3, 2023 | Bayesian Optimization | —Unverified | 0 |
| A Bayesian approach for prompt optimization in pre-trained language models | Dec 1, 2023 | Bayesian OptimizationCombinatorial Optimization | —Unverified | 0 |
| Scalable Meta-Learning with Gaussian Processes | Dec 1, 2023 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Practical Path-based Bayesian Optimization | Dec 1, 2023 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| Automated discovery of trade-off between utility, privacy and fairness in machine learning models | Nov 27, 2023 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Domain Knowledge Injection in Bayesian Search for New Materials | Nov 26, 2023 | Bayesian Optimization | —Unverified | 0 |
| Controllable Expensive Multi-objective Learning with Warm-starting Bayesian Optimization | Nov 26, 2023 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| A General Framework for User-Guided Bayesian Optimization | Nov 24, 2023 | Bayesian Optimization | CodeCode Available | 0 |
| Multi-Objective Bayesian Optimization with Active Preference Learning | Nov 22, 2023 | Active LearningBayesian Optimization | —Unverified | 0 |
| Multi-fidelity Bayesian Optimization in Engineering Design | Nov 21, 2023 | Bayesian Optimization | —Unverified | 0 |
| BOIS: Bayesian Optimization of Interconnected Systems | Nov 19, 2023 | Bayesian OptimizationChemical Process | —Unverified | 0 |
| LABCAT: Locally adaptive Bayesian optimization using principal-component-aligned trust regions | Nov 19, 2023 | Bayesian OptimizationBenchmarking | CodeCode Available | 0 |
| Accelerating material discovery with a threshold-driven hybrid acquisition policy-based Bayesian optimization | Nov 16, 2023 | Bayesian Optimization | —Unverified | 0 |
| Data-Driven Moving Horizon Estimation Using Bayesian Optimization | Nov 12, 2023 | Bayesian OptimizationState Estimation | —Unverified | 0 |
| Optimal simulation-based Bayesian decisions | Nov 9, 2023 | Active LearningBayesian Optimization | —Unverified | 0 |
| Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds | Nov 7, 2023 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Multi-fidelity Bayesian Optimisation of Syngas Fermentation Simulators | Nov 6, 2023 | Bayesian OptimisationBayesian Optimization | —Unverified | 0 |
| Safe Sequential Optimization for Switching Environments | Nov 3, 2023 | Bayesian OptimizationChange Point Detection | —Unverified | 0 |
| Bayesian Optimization of Function Networks with Partial Evaluations | Nov 3, 2023 | Bayesian Optimization | CodeCode Available | 0 |