Preprint
Aug 2026
From Cheap Fakes to Pure Synthesis: Addressing the New Era of T2V Fake News Videos
Recent text-to-video (T2V) generation models enable fake news videos to be synthesized from scratch, shifting the threat beyond cheap fakes assembled from existing footage. Such news videos can closely match fabricated narratives, creating a modality alignment trap for existing detectors. Existing datasets lack pure sy...
Yi-Feng Luo, Yu-Peng Li, Liang Lan et al.
· 1 citation