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CoTriSyGen achieves unprecedented long-range coherence in video generation by integrating visual evidence into a dynamic memory system, drastically reducing identity drift across shots.
Transforming long videos into lightweight, reusable knowledge representations could redefine the efficiency of video understanding systems.