I just found a paper describing a way to beat a deep fake detector. In particular, the paper analyses how a state-of-the-art-deep face detector may determine that a face is real, when it is not.
The paper is:
Paarth Neekhara, Shehzeen Hussain, Malhar Jere, Farinaz Koushanfar, Julian McAuley,
"Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples"
arXiv:2002.12749
PDF file HERE
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