that the responses are unanimously positive and we hope this work will be beneficial to the field as a whole. 3 Reviewer # 1

Neural Information Processing Systems 

We thank the reviewers for their detailed reviews and constructive feedback. We will add discussion of this in the extra page. Sensitivity is explored in S9, and ALEBO is shown to be better than prior work. Supplemental: Thanks for the suggestion, we will update to improve clarity! Clarifications: Thanks for pointing these out, we will clarify them.

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