Ulas Berk Karli

INSIGHT: INference-Time Sequence Introspection for Generating Help Triggers in Vision-Language-Action Models

Recent Vision-Language-Action (VLA) models show strong generalization capabilities, yet they lack introspective mechanisms for anticipating failures and requesting help from a human supervisor. We present INSIGHT, a learning framework for leveraging token-level uncertainty signals to predict when a …