PAC-Bayesian Offline Contextual Bandits With Guarantees

Otmane Sakhi, Pierre Alquier, Nicolas Chopin

Abstract: This paper introduces a new principled approach for off-policy learning in contextual bandits. Unlike previous work, our approach does not derive learning principles from intractable or loose bound...