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Yu-Cheng Su

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Preprint Sep 2026

TaRL: Learning General and Physical Rewards from Tactile Demonstrations

Contact-rich manipulation requires robots to sequence precise contacts, maintain stable grasps, and apply directed forces. Reinforcement learning (RL) can acquire such behaviors automatically, but its performance hinges on reward design: sparse rewards reduce the learning efficiency, while dense rewards are hard to spe...

Po-Yi Wu, Dao-Jan Chang, Shang-Ya Hsiao et al. · 0 citations

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