so did anybody notice anything that actually looked real in in these samples Aaron yeah so the cat was the cat was real to test your discriminator network good job Aaron another really promising way to reduce the moat collapse problem besides many batch features is called unrolled gans this was recently introduced by Google brain and was submitted to iclear and I guess it's worth mentioning that a few other people had suggested doing this for a few years beforehand so it's it is an idea that was floating around into ether a little bit I imagine