Continually Evolving Skill Knowledge in Vision Language Action Model

arXiv:2511.18085v3 Announce Type: replace-cross Abstract: Vision-language-action (VLA) models show promising knowledge accumulation ability from pretraining, yet continual learning in VLA remains challenging, especially for efficient adaptation. Existing continual imitation learning (CIL) methods...