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Bridging Modalities, Spanning Time: Structured Memory for Ultra-Long Agentic Video Reasoning

MAGIC-Video unifies episodic, semantic, and visual content via a multimodal memory graph and narrative chain for agentic ultra-long video reasoning, outperforming prior agentic systems by up to 10.1 points.

Jiazheng Li, Chi-Hao Wu, Yunze Liu, Kaize Ding and 2 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 2/5