APA (7th ed.) Citation

Dong, Y., Xu, M., Hu, Q., Xiao, Y., Luo, Q., Zhang, Y., . . . Cheng, X. (2026). Low Rank Comes with Low Security: Gradient Assembly Poisoning Attacks against Distributed LoRA-based LLM Systems.

Chicago Style (17th ed.) Citation

Dong, Yueyan, Minghui Xu, Qin Hu, Yinhao Xiao, Qi Luo, Yechao Zhang, Yue Zhang, and Xiuzhen Cheng. Low Rank Comes with Low Security: Gradient Assembly Poisoning Attacks Against Distributed LoRA-based LLM Systems. 2026.

MLA (9th ed.) Citation

Dong, Yueyan, et al. Low Rank Comes with Low Security: Gradient Assembly Poisoning Attacks Against Distributed LoRA-based LLM Systems. 2026.