Ao Xu

FROA-Drive: Failure-Routed Offline Adaptation for Lightweight Vision–Language–Action Autonomous Driving

Vision–Language–Action (VLA) models have shown strong potential for end-to-end autonomous driving, yet their post-training commonly relies on expensive simulator interaction or global policy updates. For an already competent pretrained policy, targeted correction is substantially more economical than repeated simulator...