2 papers
cs.AI2026
RoboPIN: Grounded Embodied Reasoning via Pinned Chain-of-Thought
Yaoting Huang, Yifu Yuan, Linqi Han +6
Embodied reasoning requires models to perceive task-relevant objects and spaces in physical environments and maintain consistent visual grounding throughout multi-step reasoning. H…
cs.RO2026
Transferring Contact, Not Just Motion: Compliant Grasping Across Dexterous Hands
Soofiyan Atar, Yao-Ting Huang, Michael Yip
Dexterous grasping depends on contact regulation, not motion alone. Stable manipulation requires fingers to maintain appropriate object loading as contacts slip, deform, or become…