bb073f2855d769be5bf191f6378f7150-AuthorFeedback.pdf

We thank the reviewers for the positive and constructive feedback. Below we respond to their questions. The regret curves have a very tight confidence bound, starting from the very first iterations. V ariances are almost same across iterations? We did mention this in detail in our supp.