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Preprint Sep 2026

Mind the Rift: Cross-Scale Coupling Mismatch for AI-Generated Video Detection

RIFT (Representation Inconsistency Forensics on Trajectories), an orthogonal forensic framework that addresses cross-scale coupling mismatch through three interlocking components: a macro stream that builds a dynamic baseline of expected temporal evolution via differential geometry and persistent homology on learned ma...

Siyu Li, Jin Yang, Weiheng Liang · 0 citations

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