Author

Key Zhang

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Preprint Oct 2026

AV-FABLE: Audio-Visual Manipulation Forensics in Long-Form Videos

Localized AI manipulations in long-form videos often affect brief events within otherwise authentic content, making video-level classification insufficient for forensic analysis. Existing audio-visual deepfake benchmarks largely focus on short talking-head clips, while long-form temporal forensics remains predominantly...

Yue-Sheng Huang, Hoi-Fan Au, Jia-Qi Hou et al. · 0 citations

Preprint Oct 2026

Hy-Nomas: Towards Free-form Interactive World Generation

Interactive world generation requires models to follow successive commands while preserving relevant history and action consequences. We present Hy-Nomas, a video world model with an 8B diffusion backbone that supports free-form text instructions and continuous camera control across multiple interaction turns. It gener...

Qiao-Ling Chen, Jia-Xiang Cheng, Xue-Qing Deng et al. · 0 citations