text: This should be the first work which introduces in the causal structure into the GAN, to solve the label dependency problem.  The idea is interesting and insightful.  The proposed method is theoretically analyzed and experimentally tested.   Two minor concerns are 1) what is the relationship between the anti-labeler and and discriminator?  2) how the tune related weight of the different objective functions.