Exposing and Mitigating Temporal Attack in Deepfake Video Detection
arXiv:2605.07398v1 Announce Type: new
Abstract: While spatiotemporal deepfake detectors achieve high AUC, our experiments reveal their susceptibility to evasion attacks. These models tend to overfit on fragile temporal spectrum cues, rather than learn…