VLA-Scope: Shift-Aware Failure Prediction for Vision-Language-Action Models

Kaiwen Zhu, Dongfang Liu, Liangkai Liu

Vision-language-action (VLA) models map visual observations and natural-language instructions to robotic actions, but distribution shifts can compromise their reliability. Because…