GEAR-VLA: Learning Geometry-Aware Action Representations for Generalizable Robotic Manipulation

Yuan Zhang, Shiqi Zhang, Yedong Shen +11

Vision-Language-Action (VLA) models achieve strong benchmark performance but still struggle in real-world deployment with unseen objects, background shifts, and different robot emb…