The reviewers and I agree that this paper provides a solid analysis of random Fourier features in the high-dimensional regime and should be accepted. While there was some discussion regarding the improvement over Mei and Montanari (2019), I am confident that the technical novelty of this paper is more than sufficient to merit publication.