It isn't, but the kinds of paper referred to make so many assumptions that the conclusions lack external validity for actual deep learning. In other words, they

It isn't, but the kinds of paper referred to make so many assumptions that the conclusions lack external validity for actual deep learning. In other words, they typically don't actually say anything about state-of-the-art deep networks.