this the authors of EBA NS released some new work and I clear this year where they show that you can train a fully convolutional deep latent variable model on small images and just because it's fully convolutional you can just run it on large images make sure that this works very well so this these are I think some of the best numbers on full resolution image net just by using this full accomplishment property these authors here describe a very intriguing alternative to bits back coding so they described what they called minimum