OrthoSkillVLA: Continual Skill Learning via Gradient-Informed Skill Subspace Adaptation

Pretrained Vision-Language-Action models provide a strong foundation for robot learning, but sequentially adapting them to diverse skills can perturb the representations and velocity mappings used by previous skills, leading to catastrophic forgetting. Architecture-based approaches improve retention...