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Neural Information Processing Systems 

We appreciate the careful reviews! W TS (T, y), this could be added to Theorem 2. We don't have a suboptimality analysis for I We believe that our algorithms have other advantages over IDS . Moreover, IDS's computational complexity is IRS policy is recursive like TS: i.e., the decision at a certain moment depends only on the posterior distribution and the We absolutely agree with the fact that the stochastic MAB with independent arms has already been studied extensively.