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cs.CV2026
PreCoG: Preview-Edit for Efficient Video Correction in Generation-Time
Yilai Liu, Wenqi Pei, Zhifeng Lu +3
Iterative text-to-video generation relies on feedback to correct compositional and temporal failures. However, existing methods typically require another full generation run for ea…
cs.CV2026
TempCloze: Can Video-LLMs Identify the Missing Middle?
Wenqi Pei, Henry Hengyuan Zhao, Yilai Liu +4
Temporal reasoning benchmarks for Video-LLMs are often mediated by language, leaving room for linguistic shortcuts from option wording, answer correlations, or language priors. To…
cs.CV2026
SlotMem: Character-Addressable Internal Memory for Narrative Long Video Generation
Yilai Liu, Xin Zhang, Shiyuan Zhang +1
Maintaining recurring character identities across scene transitions and long temporal gaps is a central challenge in narrative long video generation. Methods targeting global consi…