The paper makes significant contributions, as brought up by the reviewers, towards providing efficient approaches for large (continuous-action) contextual bandits. The author response has also aided the understanding of the paper and provided several clarifications. The author(s) is/are urged to incorporate the reviewers' suggestions appropriately in preparing the final version.