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Yaqi Li

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Preprint Aug 2026

PATE-Forensics: Perception-as-Tool for Explainable Deepfake Forensics with General-Purpose MLLMs

A Perception-as-Tool paradigm is introduced and instantiated as PATE-Forensics, which architecturally decouples detection and localization from explanation generation while coupling detection and localization as tightly as possible within a forensic perception tool.

Yaqi Li, Jie Peng, Yabin Wang et al. · 0 citations

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