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Tian-Yu Xin

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#machine learning Preprint Sep 2026

Acting in Meters: Learning Metric Interactions for Precise Robotic Manipulation

Vision-Language-Action models and World-Action Models have advanced language-conditioned robotic manipulation, yet often leave metric relations among actions, objects, and scene geometry implicit. Human manipulation combines semantic understanding of task-relevant objects with spatial feedback that guides hand motion r...

Li-Jie Wang, Zheng Lu, Yi-Ming Wang et al. · 0 citations

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