Robust Satisficing Gaussian Process Bandits Under Adversarial Attacks

Artun Saday, Yaşar Cahit Yıldırım, Cem Tekin

We address the problem of Gaussian Process (GP) optimization in the presence of unknown and potentially varying adversarial perturbations. Unlike traditional robust optimization ap…