Jiayou Shi

Diagnose, Correct, and Learn from Manipulation Failures via Visual Symbols

Vision-Language-Action (VLA) models have recently achieved remarkable progress in robotic manipulation, yet they remain limited in failure diagnosis and learning from failures. Additionally, existing failure datasets are mostly generated programmatically in simulation, which limits their generalizat