2 papers
stat.ML2025
Gradient-based Sample Selection for Faster Bayesian Optimization
Qiyu Wei, Haowei Wang, Zirui Cao +3
Bayesian optimization (BO) is an effective technique for black-box optimization. However, its applicability is typically limited to moderate-budget problems due to the cubic comple…
math.OC2025
A Budget-Adaptive Allocation Rule for Optimal Computing Budget Allocation
Zirui Cao, Haowei Wang, Ek Peng Chew +2
Simulation-based ranking and selection (R&S) is a popular technique for optimizing discrete-event systems (DESs). It evaluates the mean performance of system designs by simulation…