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MVAgent: Multi-Agent Video Generation via Consistent Condition Construction and Shot-Level Policy Optimization

arXiv:2609.30609v1 Announce Type: new Abstract: Multi-shot agentic video generation requires consistent character appearance, stable spatial layout across camera angles, and continuous character state between shots. When every shot is a separate request to a frozen generator, repeated text does not…

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  1. 2026-09-28 04:00 · arXiv cs.CV
    MVAgent: Multi-Agent Video Generation via Consistent Condition Construction and Shot-Level Policy Optimization

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