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.
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