We thank all the reviewers for their insightful and encouraging feedback

Neural Information Processing Systems 

We thank all the reviewers for their insightful and encouraging feedback. Due to the discrete nature of COMBO's search space, the implementation detail is slightly different. In contrast, in COMBO's combinatorial graphs, we have spray vertices. As R2 suggested, this heuristic promotes exploitation. Using random vertices for exploration is similar to Spearmint.

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