property whenever the generator is failing to fool the discriminator completely then it has no gradient because the output of the discriminator has saturated what we can do is instead of flipping the sign of the discriminators cost we can flip the order of the arguments to the cross-entropy function specifically this means that rather than trying to minimize the log probability of the correct answer we have the generator try to maximize the log probability of the wrong answer both of these cost functions are monotonically decreasing