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Author

Yuxuan Liu

2 papers indexed here

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Preprint Oct 2026

Behave Like Experts: Fusing Data with Semantic Knowledge for Effective and Efficient Semantic Map Construction

Semantic map models (SMMs) construct a graph that reflects conceptual similarity by comparing cross-lingual form-meaning mappings. Experts build such models not only by obeying the data constraint, i.e., the connectivity hypothesis, which states that conceptual nodes belonging to the same form must be connected, but al...

Zhu Liu, Zhen-Yan Hu, Yuxuan Liu et al. · 0 citations
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

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