Supervise What Survives: Geometry-Guided VLA Adaptation from Synthetic Robot Videos

Danze Chen, Yanzhe Chen, Qiming Huang +3

Vision-Language-Action (VLA) models require large-scale video-action pairs, yet real teleoperation remains scarce. While generated robot videos offer a scalable alternative, existi…