Can VLA Models Learn from Real-World Data Continually without Forgetting? - Jiarun Zhu; Yijun Hong; Xiaoquan Sun; Zetian Xu; Mingqi Yuan; Zhiyong Wang; Wenjun Zeng; Jiayu Chen (CoRR, 2026)