Author

Bin Wen

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Preprint Sep 2026

Sprout: Building Dynamic Memory While Reasoning for Agentic Video Understanding

Long video understanding relies on video memory to overcome the context limits of multimodal large language models. Existing methods follow a build-then-reasoning pipeline: memory is built offline for the entire video, then reasoned over as a static source. In practice a long video is shared by several questions, and t...

Wei Chen, Xuan-Yu Zheng, Yan-Cheng Long et al. · 0 citations

Preprint Aug 2026

Thinking Beyond Videos: Unifying Video Reasoning and Deep Research for Open-World Video Agents

Open-world video understanding often requires a model to locate sparse visual evidence and acquire external knowledge that is absent from the video and its parametric memory. While Thinking-with-Videos enables active temporal perception and Deep Research supports multi-step information seeking, the two capabilities are...

Wenqi Liu, Shijie Ma, Yunxiao Wang et al. · 0 citations