We thank the reviewers for their valuable feedback

Neural Information Processing Systems 

We thank the reviewers for their valuable feedback. We'll modify to include LS-GAN and R-LS-GAN. W-GAN is difficult to analyze. R1&R4-Experiments to validate proposed GAN losses. R1&R4-Experiments to validate proposed GAN losses.