before trying the idea of this predicting categorical distributions for every pixel why would he want to imagine that pixels are definitely gonna be modeled with calcium's instead of categorical distributions like indy really doesn't make any sense but then practically it's better for a neural network to work with cross entropy losses there are also been architectural advances that made all these was much better so mass conversions were applied in the original Pisa CNN but as transformers and dilated communist art