I'm not sure exactly what you mean by 'adversarial networks', it could be GANs or adversarial training.

Either way, yes, there are techniques for improving performance in the presence of an adversary but it doesn't negate the problem; anything you do will be countered eventually. Clever techniques only buy you more time before someone figures out a way around it.