FailureSpot: Label-Efficient Timestamp-Level Failure Detection for Vision-Language-Action Models

Jie Ma, Zongxi Liu, Yi Zhu

Vision-language-action (VLA) policies have shown strong potential for general-purpose robotic manipulation, but they can still fail unpredictably during long-horizon execution, mak…