Gaussian Process bandits with adaptive discretization

Shubhanshu Shekhar, Tara Javidi

In this paper, the problem of maximizing a black-box function $f:\mathcal{X}\to \mathbb{R}$ is studied in the Bayesian framework with a Gaussian Process (GP) prior. In particular,…