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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jingyang Lin

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2 papers indexed here

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Preprint Sep 2026

VideoLoop: Looped Working Memory Against Semantic Thrashing in Long-Form Video Agents

This work provides a structural argument showing that append-only memory can incorporate newly observed target evidence, but cannot remove accumulated noise or prevent ordered context growth without a rewrite operator, and proposes VideoLoop, a multimodal agent with two coupled loops.

Jian-Ming Xu, Jin-Fa Huang, Jing-Yang Lin et al. · 0 citations
Preprint Aug 2026

StreamScout: Learning When to Look Deeper for Streaming Video Understanding

Streaming video understanding requires answering questions that arrive at arbitrary moments over an unbounded video stream. Existing systems primarily focus on what to retain in a bounded memory, yet access that memory using the same fixed-cost procedure for every query, despite substantial variation in the evidence re...

Ce Zhang, Jing Bi, Jinxi He et al. · 2 citations

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