Our paper on Bayesian optimization where only subsets of variables can be specified was accepted for Machine Learning Journal.

Shogo Hayashi, Junya Honda, Hisashi Kashima.
Bayesian Optimization with Partially Specified Queries.
Machine Learning, 2021.