Reviews: Gaussian Processes for Survival Analysis

I enjoyed reading this paper, not being terribly familiar with work on survival analysis but very comfortable with GPs it was a bit of a struggle for me to understand certain parts of the paper initially and there still might be things that I've misunderstood and not being completely familiar with the background material my novelty rating should be taken with a grain of salt. Initially I was confused about the model as it seemed very specific but not particularly well motivated. After a bit or reading up on related material I understood that this is very related to Gaussian Cox process, a reference would clarify things here or making the connection in the introductions two last paragraphs clearer between "our prior" and the Gaussian Cox process. The paper is clearly written and well but I wish the authors would make their contributions clearer without the reader having to resort to go through all the related material. This is especially true for Section 3 and the data augumentation.