Author

Jingyang Lin

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Preprint Sep 2026

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

Long-form video understanding requires multimodal agents to iteratively gather evidence over many reasoning steps. However, most existing agentic methods suffer from semantic thrashing: as append-only working memory grows, attention to key evidence collapses, and the agent loses access to what it has already found. Fir...

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