Author

Zexuan Qiu

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Preprint Jul 2026

Homer: Understanding Long-form Videos with Hierarchical Memory and Agentic Reasoning

A Hierarchical Online Memory Exploration and Reasoning framework that mirrors the multi-scale structure of long videos, and consistently lifts three various LLM backbones, indicating a model-agnostic structural capability for grounded retrieval over long videos.

Yixin Ji, F. Ye, Juntao Li et al. · 1 citation