This repository provides reference implementations of multiple generative model architectures including standard GAN, LSGAN, WGAN, WGAN-GP, DRAGAN, CGAN, InfoGAN, ACGAN, EBGAN, BEGAN, and variational autoencoders. All models are implemented in TensorFlow with consistent architectures, primarily demonstrated on MNIST and Fashion-MNIST datasets. The implementations follow the network architectures from their respective papers.