Adaptive Algorithms for Infinitely Many-Armed Bandits: A Unified Framework

Emmanuel Pilliat

We consider a bandit problem where the buget is smaller than the number of arms, which may be infinite. In this regime, the usual objective in the literature is to minimize simple…