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Qin-Yuan Liu

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Preprint Aug 2026

One Policy, Many Embodiments: Unified Camera-Centric Action Geometry Pre-training for Heterogeneous Embodied Manipulation

Scaling generalist vision-language-action (VLA) policies is severely bottlenecked by the inherent heterogeneity of embodied data, which spans diverse robot morphologies, camera configurations, and low-level action spaces. Existing paradigms typically address this mismatch through explicit action retargeting, human-to-r...

Xiaomi Embodied Intelligence Team, University of Macau Shaoqing Xu, Fang Li et al. · 0 citations

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