MAGIC-Video uses a multimodal memory graph and narrative chain inside an agentic loop to enable cross-modal, long-horizon reasoning on ultra-long videos, outperforming prior agentic baselines by 5.9-10.1 points on three benchmarks.
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Bridging Modalities, Spanning Time: Structured Memory for Ultra-Long Agentic Video Reasoning
MAGIC-Video uses a multimodal memory graph and narrative chain inside an agentic loop to enable cross-modal, long-horizon reasoning on ultra-long videos, outperforming prior agentic baselines by 5.9-10.1 points on three benchmarks.