Author

Luo-Zheng Qin

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Preprint Oct 2026

MJev-Spatial: System One Spatial Intelligence via Native Attention Matching

Spatial intelligence lets an agent perceive and act in the physical world, and many of its judgments must be made at interaction rates: which spatial relation holds, how far an object is, or where to place it. Vision-language models (VLMs) produce these answers by free-form text generation, paying for autoregressive de...

Luo-Zheng Qin, Yu-Han Zhu, Chang-Hai Zhou et al. · 0 citations

Preprint Oct 2026

VideoJev: System One Model for Video Understanding and Interaction

VideoJev, a family of models that cast video understanding and interaction as structured decision tasks, is introduced, a family of models that cast video understanding and interaction as structured decision tasks that combine the semantic flexibility of MLLMs with efficient decisions that agents can use directly.

Yu-Han Zhu, Xiang-Yun Zeng, Qing-Yi Si et al. · 1 citation