Corruption-Tolerant Gaussian Process Bandit Optimization

Ilija Bogunovic, Andreas Krause, Jonathan Scarlett

Abstract: We consider the problem of optimizing an unknown (typically non-convex) function with a bounded norm in some Reproducing Kernel Hilbert Space (RKHS), based on noisy bandit feedback. We consider a n...