arXiv AI
CineForge: Self-Improving Agents for Long-Horizon Video Generation
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FilmWorld: Agentic Novel-to-Film Generation through Dynamic Cinematic World Modeling
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SEAM: Shot Entity-Attribute Memory for Consistent Short-Drama Generation at Scale
Short-drama generation has grown into a large, industrialized pipeline, and as it scales from isolated shots to the episode level, visual continuity has become a critical bottleneck. Current agent fra...
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