2 papers
cs.CV2026
DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection
Hongyuan Qi, Feifei Shao, Ming Li +2
The rapid evolution of video generation technologies poses a significant challenge to media forensics, as conventional detection methods often fail to generalize beyond their train…
cs.CV2026
Deepfake Detection Generalization with Diffusion Noise
Hongyuan Qi, Wenjin Hou, Hehe Fan +1
Deepfake detectors face growing challenges in generalization as new image synthesis techniques emerge. In particular, deepfakes generated by diffusion models are highly photorealis…