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Ping Luo

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#machine learning Preprint Oct 2026

Encoded but Not in Control: Revealing the Grounding Gap in Vision-Language Robot Policies

Instruction following is central to language-conditioned robot policies: language should determine what to do when the same scene permits multiple valid actions. Yet successful execution alone cannot establish whether a policy follows the instruction or infers the task from the scene. We study this ambiguity through sc...

Shao-Han Jiang, Jia-Hang Cao, Qi-Duo He et al. · 0 citations
Preprint Sep 2026

EgoWild2Dex: Learning Dexterous Robotic Manipulation from In-the-Wild Human Experience

EgoWild2Dex, which transfers in-the-wild ego-human experience to dual-arm robots with dexterous hands by jointly aligning unstable egocentric views and human motions with robot observations and actions, is introduced and GeoFormer, a differentiable geometric transformer that warps noisy human observations toward robot...

Kun-Li Channing Lin, Xu-Tao Wen, Jin-Xiao Lin et al. · 0 citations
Jul 2026

Data Pyramid for Embodied Manipulation

This work organizes the embodied data ecosystem as a pyramidspanning five complementary sources: real-robot data, UMI-style data, egocentric and exocentric data, simulation data, and general vision-language data, and further characterize each source in terms of data quality, diversity, reusability, and physical fidelit...

Yifan Ye, Yankai Fu, Ya-hui Lv et al. · 4 citations

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