Can VLMs Diagnose and Recover from VLA Manipulation Faults?
We introduce VLA-FixBench, a benchmark for evaluating VLM-driven fault diagnosis and recovery in robotic manipulation.
Analysis with human expert intervention shows that an idealized feedback loop can improve task success rates by 13% on LIBERO and 35% on real-world robots.