Reviewers were all very happy with this paper, which represents a principled and practical step forward in performing Bayesian optimization over strings. In the final version of the paper, the authors are encouraged to discuss a recent related paper on Bayesian optimization over discrete spaces, for the benefit of the readership: http://www.auai.org/uai2020/proceedings/329_main_paper.pdf Congratulations on the nice work!