APA (7th ed.) Citation

Liu, Z., Wu, Y., Lou, J., Wang, D., Zhou, Y., & Hu, Y. (2026). Aligned but Fragile: Enhancing LLM Safety Robustness via Zeroth-Order Optimization.

Chicago Style (17th ed.) Citation

Liu, Zhihao, Yifan Wu, Jian Lou, Di Wang, Yuxi Zhou, and Yuke Hu. Aligned but Fragile: Enhancing LLM Safety Robustness via Zeroth-Order Optimization. 2026.

MLA (9th ed.) Citation

Liu, Zhihao, et al. Aligned but Fragile: Enhancing LLM Safety Robustness via Zeroth-Order Optimization. 2026.