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Vu Viet Hoang

2 accepted papers

2025

Bayesian Optimization for Unknown Cost-Varying Variable Subsets with No-Regret Costs

AAAI 2025technical

Bayesian Optimization (BO) is a widely-used method for optimizing expensive-to-evaluate black-box functions. Traditional BO assumes that the learner has full control over all query variables without additional constraints. However, in many real-world scenarios, controlling certain query variables ma…

Cited by 0SourcePDFScholar
2025

High Dimensional Bayesian Optimization using Lasso Variable Selection

AISTATS 2025poster

Bayesian optimization (BO) is a leading method for optimizing expensive black-box optimization and has been successfully applied across various scenarios. However, BO suffers from the curse of dimensionality, making it challenging to scale to high-dimensional problems. Existing work has adopted a va…

Cited by 0SourcecodeScholar