Review for NeurIPS paper: Sub-sampling for Efficient Non-Parametric Bandit Exploration

The panel of knowledgeable reviewers is clearly in favor of this paper and its results. The author response also helped significantly to address most concerns raised by the initial reviews. Hence, I am glad to recommend acceptance.