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.
Atss: Detecting ai-generated videos via anomalous temporal self- similarity, 2026
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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.