Action Intent as a Bridge: Transferring Manipulation Knowledge from Human-Centric Videos to Robots

Zhiqian Xia, Lianyang Ma, Haifeng Xia +3

Vision-Language-Action (VLA) models have achieved promising performance for generalized robotic manipulation, yet their reliance on expensive real-robot data remains a fundamental…