networks essentially if we're able to correctly play this minimax game then the generator is not able to consistently fool the discriminator by always generating the same sample the discriminator would learn to recognize that individual sample and rejected as being fake in practice it's difficult to find a true equilibrium point of this game and one of the failure modes is actually to generate samples that have too little diversity to them and because of that we're having to study ways to improve our ability to find the