Before revision:  We also both achieve new state-of-the-art with FID 20.11, IS 10.16 , and FID 3.66, respectively on STL-10 and CelebA.
After revision:  We also both achieve new state-of-the-art with FID 15.17, IS 11.01 , and FID 3.66, respectively on STL-10 and CelebA.