the order aggressive modeling community has expanded further and further in terms of the level of engineering and architectural innovation and on the left you can see if the subscale pixel networks which have very coherent samples because of the clever conditioning can assume to use on the right you see hierarchical auto regressive image models with auxillary decoders where the idea of using latent space auto regressive models was introduced by quantizing representations or encoders and and modeling pixel CNN