Zhang, X.; Liu, H.; Guo, S.; Zhang, S.; Zhang, T.; Xiang, T. ShadeEdit: A Utility-Preserving and Defense-Evasive Knowledge Manipulation Attack in Federated LLMs. AAAI 2026, 40, 34845-34853.