Generative adversarial interpolative autoencoding: adversarial training on latent space interpolations encourage convex latent distributions

Tim Sainburg, Marvin Thielk, Brad Theilman +2

We present a neural network architecture based upon the Autoencoder (AE) and Generative Adversarial Network (GAN) that promotes a convex latent distribution by training adversarial…