I agree that in the short term adversarial neural networks may be a good line of defense against machine fabricated audio and video, but in the long term it’s a loosing battle. Eventually the neural networks producing the audio and video will become pixel perfect and at that point no neural network would be able to detect the manipulation. I think we need to seek out a different, more future proof solution to the problem.