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cs.CE2025★ 22 cited
Generative Multi-Form Bayesian Optimization
Zhendong Guo, Haitao Liu, Yew-Soon Ong +3
Many real-world problems, such as airfoil design, involve optimizing a black-box expensive objective function over complex structured input space (e.g., discrete space or non-Eucli…
cs.LG2025★ 10 cited
Co-Learning Bayesian Optimization
Zhendong Guo, Yew-Soon Ong, Tiantian He +1
Bayesian optimization (BO) is well known to be sample-efficient for solving black-box problems. However, the BO algorithms can sometimes get stuck in suboptimal solutions even with…