FedLSG: LLM-Enhanced Semantic Calibration for Federated Graph Backdoor Defense

Chenyu Zhou, Yabin Peng, Wei Huang +3

Federated Graph Neural Networks (FedGNNs) are highly vulnerable to backdoor poisoning, yet existing defenses typically rely on rule-based approaches that lack semantic understandin…