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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Xinlong Sun

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Preprint Aug 2026

Thinking on Shots: Consistent Multi-Shot Video Editing with Agentic Reasoning

While generative AI has significantly advanced video editing, existing methods primarily focus on single-shot or short video clips. Editing long videos with multiple instructions remains a formidable challenge. Naive chunking strategies, e.g., fixed-duration segmentation, often lead to entity fragmentation, severe edit...

Chen-Yang Wu, Fuchen Long, Bin-Yuan Huang et al. · 0 citations
Preprint Aug 2026

CoinVE-200K: A Large-Scale High-Quality Dataset for Compositional Instruction-Guided Video Editing

The quality and diversity of instruction-based video editing datasets are steadily improving, yet existing datasets mainly focus on single editing operations and fall short in supporting compositional instruction-guided video editing. In particular, multiple editing intents must be jointly understood and faithfully exe...

Fuchen Long, Cong Wang, Zitao Gao et al. · 1 citation

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