The paper proposes a novel and interesting GAN-based method for conditional independence test. While there is some concern on applying the black-box method to rigorous statistical tests, I still think the paper includes a new and significant idea to the important but difficult problem of conditional independence. I would like the authors to reflect the review comments in making the final version.