Beyond Appearance Shifts: Task-Semantic Action Calibration for VLA Models

Shuaijun Liu, Feiyang You, Chengyu Wu +6

Vision-language-action (VLA) models have achieved strong performance in embodied manipulation, but still struggle to distinguish between changes that should preserve behavior and t…