Sample-Efficient Bayesian Optimization with Transfer Learning for Heterogeneous Search Spaces

Aryan Deshwal, Sait Cakmak, Yuhou Xia +1

Bayesian optimization (BO) is a powerful approach to sample-efficient optimization of black-box functions. However, in settings with very few function evaluations, a successful app…