High-Dimensional Bayesian Optimization via Semi-Supervised Learning with Optimized Unlabeled Data Sampling

Yuxuan Yin, Yu Wang, Peng Li

We introduce a novel semi-supervised learning approach, named Teacher-Student Bayesian Optimization ($\text{TSBO}$), integrating the teacher-student paradigm into BO to minimize…