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Xing-Jie Fan

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#machine learning Preprint Sep 2026

Acting in Meters: Learning Metric Interactions for Precise Robotic Manipulation

A metric interaction framework that models object-level and scene-level interactions in physical Cartesian space at a shared metric scale and improves diverse VLA and WAM baselines with a small number of additional parameters and training steps is introduced.

Li-Jie Wang, Zheng Lu, Yi-Ming Wang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

LayerRoute: Action-Conditioned Mixture-of-Layers Routing for Vision-Language-Action Policies

Vision-Language-Action (VLA) policies leverage pretrained vision-language models (VLMs) to guide action generation for robot control. VLMs provide hierarchical visual-semantic representations that evolve across layers, from local visual geometry to abstract, language-aligned semantics; different manipulation tasks may...

Zi-Rong Song, Zheng Lu, Hao-Ran Liao et al. · 2 citations

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