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We would like to thank all of the reviewers for their time and thoughtful comments on our paper. MAAC's use of critic-attention only to reduce state-space representation, not To substantiate this claim, we performed an analysis of TarMAC's More importantly, SARNet's use of a dedicated memory unit and the ability's suggestion we will add results from We have described it in Appendix A.1.4 and we will add further details by including However, we did not see performance gains for the tasks in the paper. We will note results with gates in the revision. However, SARNet's performance is substantially better than baselines when the task becomes harder (more agents) and