2026
SPEAR-1: Scaling Beyond Robot Demonstrations via 3D Understanding
CVPR 2026
Robotic Foundation Models (RFMs) hold great promise as generalist, end-to-end systems for robot control.Yet their ability to generalize across new environments, tasks, and embodiments remains limited.We argue that a major bottleneck lies in their foundations: most RFMs are built by fine-tuning inter