Seong Jin Choi

RA-VLA: Retrieval-Augmented VLA for Test-Time Adaptation

Vision-Language-Action (VLA) models provide a versatile foundation for general robotic manipulation, yet they exhibit significant brittleness when confronted with novel task distributions. While In-Context Imitation Learning (ICIL) offers a training-free alternative, existing frameworks suffer from …