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Why robots need to feel: new dataset teaches touch-aware manipulation
Amirhosein Alian, Yongqiang Zhao, Shiyi Gu, Xuyang Zhang, Zhuo Chen, Christopher E. Mower, Haitham Bou-Ammar, Shan Luo
June 3, 2026
Most robot learning datasets rely only on vision, missing critical tactile signals that prevent breaking eggs and folding cloth. HapTile adds fingerprint-level touch sensors to robots and haptic feedback gloves to human operators, capturing real contact dynamics during pick-and-place, folding, and stacking. Benchmarks show tactile information improves policy learning on contact-rich tasks.
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