literature previously but this is the basic idea right here is that we're able to learn this ratio so far I've described everything in terms of the minimax game I personally recommend that you don't use exactly that formulation you use a slightly different formulation where the generator has its own separate cost and the idea is that rather than minimizing the discriminators pay off the generator should maximize the probability that the discriminator makes a mistake the nice thing about this formulation is that the generator is