Optimal Order Simple Regret for Gaussian Process Bandits

Sattar Vakili, Nacime Bouziani, Sepehr Jalali +2

Consider the sequential optimization of a continuous, possibly non-convex, and expensive to evaluate objective function $f$. The problem can be cast as a Gaussian Process (GP) band…