carefully adjusted to make sure that neither one of them wins in reality I usually find that the discriminator wins and I also believe that this is a good thing the way that the theory works is all based on assuming that the discriminator will converge to its optimal distribution where it correctly estimates the ratios that were interested in and we really want the discriminator to do a good job of that in some cases you can get problems where if the discriminator gets really good at rejecting generator samples the