Author

Shuaishuai Zhang

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Jul 2026

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

FedLSG, the first framework that integrates large language models (LLMs) into federated graph backdoor defense, introduces a graph and behavior to text grounding scheme that transforms local graph structures and client update behaviors into semantically rich natural language representations.

Chenyu Zhou, Ya-Bin Peng, Wei Huang et al. · arXiv.org · 0 citations