This paper formulated and proposed a solution to the problem of model selection in contextual bandits. All of the reviewers pointed out the importance of this problem and the novelty of the authors' solution. Overall, the reviews were positive about the paper and their concerns were addressed in the authors' response. The authors should make sure to update their submission to include the reviewers' suggestions, especially the empirical evaluation done in the author response.