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Xin-Pan Meng

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Preprint Sep 2026

InsertAnything: Generalizable Contact-Rich Precision Insertion from Simulation to Reality

Contact-rich precision insertion is a key manipulation skill in robotic assembly. Tight clearances make insertion more sensitive to alignment errors and prone to collisions and jamming, while variations in geometry and clearance across parts further complicate policy reuse. We present a reinforcement learning framework...

Zheng-Feng Ma, Xin-Pan Meng, Ze-Yu Liu et al. · 0 citations

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