When the Aggregator Cheats: Data-Free Backdoors in Federated LLM-based QA Systems

Chenqing Zhu, Southeast University; Yanbo Dai, The Hong Kong University of Science and Technology; Yulong Tian, Nanjing University of Aeronautics and Astronautics; Qingming Li, Zhejiang University; Songze Li, Southeast University