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Bayesian Optimization

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TitleStatusHype
A Hierarchical Approach to Scaling Batch Active Search Over Structured DataCode0
Excursion Search for Constrained Bayesian Optimization under a Limited Budget of FailuresCode0
Expected Coordinate Improvement for High-Dimensional Bayesian OptimizationCode0
DEEP-BO for Hyperparameter Optimization of Deep NetworksCode0
Practical Bayesian Optimization of Machine Learning AlgorithmsCode0
Expected Improvement versus Predicted Value in Surrogate-Based OptimizationCode0
mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box FunctionsCode0
Explainable Bayesian OptimizationCode0
Deep Bayesian Optimization on Attributed GraphsCode0
Practical Bayesian Optimization with Threshold-Guided Marginal Likelihood MaximizationCode0
Explaining Hyperparameter Optimization via Partial Dependence PlotsCode0
Dealing with Integer-valued Variables in Bayesian Optimization with Gaussian ProcessesCode0
Uncertainty-Guided Optimization on Large Language Model Search TreesCode0
Bayesian optimization of hyper-parameters in reservoir computingCode0
Bayesian Optimization of Functions over Node Subsets in GraphsCode0
Dynamic Subgoal-based Exploration via Bayesian OptimizationCode0
Exploring Neural Joint Activity in Spiking Neural Networks for Fraud DetectionCode0
SafeAPT: Safe Simulation-to-Real Robot Learning using Diverse Policies Learned in SimulationCode0
Bayesian Optimization of Function Networks with Partial EvaluationsCode0
Transfer Learning with Gaussian Processes for Bayesian OptimizationCode0
Model Fusion through Bayesian Optimization in Language Model Fine-TuningCode0
A General Framework for User-Guided Bayesian OptimizationCode0
VirnyFlow: A Design Space for Responsible Model DevelopmentCode0
Falsification of Learning-Based Controllers through Multi-Fidelity Bayesian OptimizationCode0
Stochastic Bayesian Optimization with Unknown Continuous Context Distribution via Kernel Density EstimationCode0
Fast Bayesian Optimization of Function Networks with Partial EvaluationsCode0
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large DatasetsCode0
Dealing with Categorical and Integer-valued Variables in Bayesian Optimization with Gaussian ProcessesCode0
Bayesian Optimization of Composite FunctionsCode0
Top-k Ranking Bayesian OptimizationCode0
Modularity Based Community Detection in HypergraphsCode0
AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel LearningCode0
Accounting for Gaussian Process Imprecision in Bayesian OptimizationCode0
Mold into a Graph: Efficient Bayesian Optimization over Mixed-SpacesCode0
Stopping Bayesian Optimization with Probabilistic Regret BoundsCode0
Mondrian Forests for Large-Scale Regression when Uncertainty MattersCode0
Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian OptimizationCode0
Towards Safe Multi-Task Bayesian OptimizationCode0
Fast, Precise Thompson Sampling for Bayesian OptimizationCode0
Bayesian Optimization of Combinatorial StructuresCode0
FeatAug: Automatic Feature Augmentation From One-to-Many Relationship TablesCode0
Bayesian optimization of atomic structures with prior probabilities from universal interatomic potentialsCode0
Features extraction and reduction techniques with optimized SVM for Persian/Arabic handwritten digits recognitionCode0
Data Mixture Optimization: A Multi-fidelity Multi-scale Bayesian FrameworkCode0
Predictive Entropy Search for Bayesian Optimization with Unknown ConstraintsCode0
Predictive Entropy Search for Efficient Global Optimization of Black-box FunctionsCode0
Amortized variational transdimensional inferenceCode0
Towards accelerating physical discovery via non-interactive and interactive multi-fidelity Bayesian Optimization: Current challenges and future opportunitiesCode0
Streaming PAC-Bayes Gaussian process regression with a performance guarantee for online decision makingCode0
Finding Game Levels with the Right Difficulty in a Few Trials through Intelligent Trial-and-ErrorCode0
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