Author

Ze-Yu Wang

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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, Shi-Jie Ma, Yun-Xiao Wang et al. · 0 citations

Preprint Aug 2026

Knowing Isn't Always Saying: When Do Spatial Encodings Reach Answers in Vision-Language Models?

irection patching is addressed with direction patching, a class-conditioned causal intervention applied across layers, token positions, and prompt formats to reframe the encoding-grounding gap as a problem of conditional transport in VLMs.

Ze-Yu Wang, Xin-Ming Xu · 1 citation