Reviewer 1: 2

We greatly appreciate the feedback of the reviewers. We discuss the specific concerns of the reviewers below. We will include this discussion into the paper. We will include empirical results of a gaussian process-based bandit in the final paper. We will look into the techniques of Qian and Y ang (2016) for adaptivity to the smoothness.