Jia-Hong Tang

FR-VLA: Implicit Force Reasoning VLA for Contact-Rich Manipulation

Integrating force awareness into Vision-Language-Action (VLA) models involves not merely encoding wrench measurements as an additional modality, but determining when and how strongly physical interaction should influence robot action generation. Existing VLAs that use force typically inject it through a fixed pathway,...