Before revision:  We test HYPE across four state-of-the-art generative adversarial networks (GANs) on unconditional image generation using two datasets, the popular CelebAand the newer higher-resolution FFHQ, and two sampling techniques of model outputs.
After revision:  We test HYPE across four state-of-the-art generative adversarial networks and two sampling techniques on conditional and unconditional image generation using two datasets, the popular CelebAand the newer higher-resolution FFHQ, and two sampling techniques of model outputs.