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Xue-Yun Tian

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Preprint Aug 2026

AVA-Encoder: Towards Agent-Native Video Representation Learning

Video creative agents still lack an effective way to learn from high-quality human films, limiting their ability to produce cinematic-grade videos. A key challenge is the absence of a structured video representation that is both faithful to film content and directly usable for agentic reasoning and manipulation. To add...

Chuyue Li, Jinpeng Yu, Hao-Zhe Wang et al. · 1 citation

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