arxivcs.ROcs.LG2026-07-13
Robust In-Hand Manipulation via Priors in Reinforcement Learning and Mechanical Design
Yifei Chen, Shihan Lu, Ed Colgate, Kevin Lynch
In-hand manipulation without external sensing is challenging due to uncertainties from finger-object contacts and disturbances by gravity. While reinforcement learning has shown promise in learning complex finger gaiting, existing approaches do not prioritize maintaining well-con…