would reinforce the current behavior of the generator if the generator is making lots of weird pictures of grids and we assign beta times P model to those weird pictures of grids in the discriminator we will just ask you to keep making weird pictures of grids forever and and the gradient near those images will not steer you away from them so that's why we always set beta to zero and only really smooth using the alpha term on the left term so we didn't invent label smoothing we just advocating the one-sided use of it for just for the