ValueFormer: Stage-Aware Value Labels for Online Failure Detection and VLA Post-Training

Inkyu Sa, Konstantin Stulov, Rajat Bhageria

Generalist vision-language-action (VLA) policies now transfer to new scenes with little task-specific training, but they still fail silently: from the action stream alone, a collap…