APA (7th ed.) Citation

Zhang, X., Li, C., Liu, H., Yan, S., Yan, B., Ye, Q., & Li, H. (2026). Model-Agnostic Lifelong LLM Safety via Externalized Attack-Defense Co-Evolution.

Chicago Style (17th ed.) Citation

Zhang, Xiaozhe, Chaozhuo Li, Hui Liu, Shaocheng Yan, Bingyu Yan, Qiwei Ye, and Haoliang Li. Model-Agnostic Lifelong LLM Safety via Externalized Attack-Defense Co-Evolution. 2026.

MLA (9th ed.) Citation

Zhang, Xiaozhe, et al. Model-Agnostic Lifelong LLM Safety via Externalized Attack-Defense Co-Evolution. 2026.