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4.
VAE-GAN
Anders Boesen Lindbo Larsen, et.al Autoencoding beyond pixels using a learned similarity metric. ICML 2016
5.
Shared-latent space assumption
M.-Y. Liu and O. Tuzel. Coupled generative adversarial networks. Advances in Neural Information Processing Systems, 2016