Continually Evolving Skill Knowledge in Vision Language Action Model.

arXiv:2511.18085v5 Announce Type: replace-cross Abstract: Vision-language-action (VLA) models show promising knowledge accumulation ability through pretraining, yet continual learning remains challenging. Existing continual imitation learning (CIL) methods oft