Time to Fake It: Continual Machine Learning Intensifies Unfairness in Deepfake Detection.

arXiv:2610.21974v1 Announce Type: cross Abstract: Deepfake detectors safeguard against misinformation, rendering their failures as much a societal as a technical concern. As generators constantly evolve, detectors trained on static datasets miss newly arising