Video forensics for generative video models.

Temporal similarity, audio-visual sync verification, and video-generator identification for Sora, Runway, Pika, and video-to-video systems.

• STALL
  Temporal video similarity
• AV sync
  Audio-visual coherence as a memorization signal
• Video generator ID
  Model attribution from output artifacts
• Motive attribution
  Motion-pattern attribution
• Cross-modal MIA for video
  Text-prompt → video-output linkage

Film studio catalog monitoring.
News outlet tracking footage misuse in synthetic video.
Sports rights holder monitoring highlight reels.
Production company pursuing scene-level memorization claims.