In-Context Learning with Unpaired Clips for Instruction-based Video Editing

Published in arXiv preprint, 2025

We propose a cost-effective pretraining method that leverages unpaired video clips for instruction-based video editing. The approach yields a 12% improvement in editing instruction following and a 15% improvement in editing quality.

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Recommended citation: Xinyao Liao, Xianfang Zeng, Ziye Song, Zhoujie Fu, Gang Yu, Guosheng Lin. (2025). "In-Context Learning with Unpaired Clips for Instruction-based Video Editing." arXiv:2510.14648.
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