Mostly Exploration-Free Algorithms for Contextual Bandits

Hamsa Bastani, Mohsen Bayati, Khashayar Khosravi

Abstract: The contextual bandit literature has traditionally focused on algorithms that address the exploration–exploitation tradeoff. In particular, greedy algorithms that exploit current estimates without ...