Author

Cong Han

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Preprint Aug 2026

Vorch-Omni: Multi-Task Orchestration of Sight and Sound

Vorch-Omni is presented, a unified multi-task framework for audio-visual synthesis based on an arbitrary-condition-to-arbitrary-output formulation that supports over 10 tasks, including text-to-video, text-to-audio-video, image- and reference-conditioned generation, temporal extension, audio-driven generation, video tr...

Vorch Team, Xiaoyu Chen, Yang Ding et al. · 0 citations

Preprint Sep 2026

Video-MOPD: Multi-Teacher On-Policy Distillation for Video Understanding

Video understanding demands a convergence of complementary capabilities across perception, temporal understanding, and complex reasoning, which are difficult to jointly optimize within a single model. We introduce Video-MOPD-8B, an open-weight model dedicated to video understanding tasks. To fundamentally enhance its c...

Zheng-Xing Qin, Peng Shi, Cong Han et al. · 1 citation