Author

Yi Zhou

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Preprint Aug 2026

Multi-Agent Forensic Reasoning for Generalizable Deepfake Video Detection

FaceVid-Forensics-100K is introduced, a large-scale deepfake video dataset comprising 100,000 videos and spanning 33 synthesis methods across face swapping, face reenactment, and entire-face synthesis, and a multi-agent forensic reasoning framework that employs four specialized domain-expert agents to independently ana...

Xue-Chao Zou, Shun Zhang, Kai Li et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Harnessing CLIP and DINO: An Uncertainty-Aware Cascaded Fusion Network for Generalizable Deepfake Image Detection

UCF-Net is proposed, an uncertainty-aware cascaded fusion network that harnesses CLIP's language-aligned semantic priors and DINO's self-supervised visual-structure priors and achieves the best mean AUC among the evaluated methods in both in-domain and cross-domain evaluations.

Xue-Chao Zou, Yi Zhou, Kai Li et al. · 0 citations