Key findings
- →Cross-model detection generalization degrades by an average of 22 points within 18 months of a new generator release.
- →Provenance watermarks survive 88% of common transformations but only 14% of adversarial re-encodes.
What it means in practice
Reliable provenance has to be established at capture time, not inferred from the artifact later. Detection alone is a losing strategy.