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Jie Song

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#reinforcement learning Preprint Sep 2026

Assembling Two Parts in One Hand

A reinforcement learning formulation is presented to solve in-hand assembly: mating two rigid objects within a single dexterous hand, with no second arm and no fixture, which shows robustness to state-estimation errors caused by oc- clusion.

Liu-Ao Pei, Tian-Yue Wu, Hui Zhang et al. · 1 citation
Jul 2026

UniCross: Unified Cross-Skill Dexterous Manipulation Synthesis

This work presents a unified framework that models all four skills in a single formulation that shares the same state and action spaces and a common objective structure, and suggests that different dexterous manipulation skills can be viewed as instantiations of a shared task formulation, revealing the intrinsic consis...

Hui Zhang, Julian Ferchow, Jie Song et al. · 3 citations

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