ROAD-VLA: Robust Online Adaptation via Self-Distillation for Vision-Language-Action Models

Kejing Wang, Toan Nguyen, Minh Hoang Nguyen +2

Effective online adaptation of vision-language-action (VLA) models remains challenging, as sparse rewards provide weak supervision for high-dimensional autoregressive action polici…