Deep Learning, Artificial Intelligence, Convolutional Network, Generative Adversarial, Gan.
estimation for LSGANs and regular GANs On this dataset, both the generator and the discriminator use a simple architecture, containing three fully-connected layers. Regular GANs suffer from mode collapse starting at step 15k. They generate samples around a single valid mode of the data