 However, later research showed that a restricted approach where the inverse matrix formula_78 is sparse, could be tractably employed to generate images with high-frequency details.Large-scale VAE models have been developed in different domains to represent data in a compact probabilistic latent space.For example, VQ-VAE for image generation and Optimus  for language modeling.