Not All Layers Need Tuning: Diagnosing and Directing Adaptation in Vision-Language-Action Models

Shahram Najam Syed, Arthur Jakobsson, Prayuj Sachdev +1

Fine-tuning a Vision-Language-Action (VLA) model for a new deployment environment is expensive, yet most methods apply uniform-capacity adapters to every network region as if every…