A six-control audit protocol exposes that many AI video detectors fail to generalize once confounds are removed, changing leaderboard rankings and recommending a multi-metric tuple over single AUC.
combined FVMD
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Auditing Generalization in AI-Generated Video Detection: A Six-Control Protocol and the VidAudit Toolkit
A six-control audit protocol exposes that many AI video detectors fail to generalize once confounds are removed, changing leaderboard rankings and recommending a multi-metric tuple over single AUC.