Gang Shen

Restoring the Right Stream: Training-Free OOD Robustness for Vision–Language–Action Policies

Vision–Language–Action (VLA) policies remain brittle under modest distribution shift. On LIBERO-Plus, contemporary models that solve clean tasks at high rates can fall below 30% success when the camera’s viewpoint or the robot’s initial pose is perturbed. Most training-free test-...