CogVideoX is a text-to-video generation model focused on creating more coherent videos aligned with a prompt. It achieves this using several methods.  
- a 3D variational autoencoder that compresses videos spatially and temporally, improving compression rate and video accuracy.  
- an expert transformer block to help align text and video, and a 3D full attention module for capturing and creating spatially and temporally accurate videos.