Xinying Liu

TGSFL: Trustworthy group-signature-based federated learning for LLMs in healthcare

Experiments under multiple Byzantine attack scenarios show that TGSFL improves robustness and training stability over existing baselines while introducing only modest computational overhead, demonstrating its practicality for secure and privacy-preserving medical AI training.