Less Language, More Latents: Annotation-Efficient VLAs for Driving

Alexey Zakharov, Kemal Oksuz, Puneet K. Dokania

Vision-language-action models (VLA) promise human-steerable autonomous driving, but their training is bottlenecked by the scarcity of frames paired with natural-language instructio…