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R. Patamia

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Preprint Sep 2026

Hybrid Residual Reinforcement Learning for Contact-Rich Robotic Book Insertion

The method retains a nominal task-space controller for structured insertion and seating, while residual PPO supplies bounded local corrections and decides when to release and supports a hybrid design in which geometry preserves reliable task structure and learning is concentrated on the contact-sensitive behaviour that...

Tian-Yuan Liu, R. Patamia, Benjamin T. Champion et al. · 0 citations

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