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Bo-Tao Wang

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Conference Open access 2026

From Form to Logic: Masked Reconstruction and Reasoning Distillation for Short Video Fake News Detection

PCDD is proposed, a novelception-C ognition-driven D etector that jointly observes the form and probes the logic for short video fake news detection and transfers reasoning capabilities from LLMs to a lightweight student to mine cognitive forgeries, while reducing the risk of hallucinations and eliminating reliance on LLMs at inference.

Qingyan Wang, Lianwei Wu, Botao Wang et al. · 0 citations