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AI Video Papers·2026
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Beyond the Timeline: Augmenting Long-Video Memory with Grounded Entity Biographies

Hui Ren, Lei Fan +6·University of Illinois Urbana-Champaign, Amazon.com, Inc.

Groups visually grounded appearances of the same physical instance into persistent, retrievable “biographies” so agents can follow objects across hours or days for long-video question answering. Links identity-aware observations to episodic context and visual evidence; improves EgoLifeQA to 72.0% and increases evidence-window reach from 37.6% to 58.9%.

#video#vision#multimodal#long-horizon#retrieval+2
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