fingertip design 1grasp analysis 1in-hand manipulation 1reinforcement learning 1sim-to-real transfer 1
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cs.RO2026
Robust In-Hand Manipulation via Priors in Reinforcement Learning and Mechanical Design
Yifei Chen, Shihan Lu, Ed Colgate +1
The paper proposes using physics-based priors—one for grasp quality and another for fingertip geometry—to improve reinforcement‑learning‑based in‑hand manipulation on a robotic han…
cs.RO2026
Learning to Feel the Future: DreamTacVLA for Contact-Rich Manipulation
Guo Ye, Zexi Zhang, Xu Zhao +4
Vision-Language-Action (VLA) models have shown remarkable generalization by mapping web-scale knowledge to robotic control, yet they remain blind to physical contact. Consequently,…