Federated learning for network attack detection using attention-based graph neural networks
Wu Jianping,
Qiu Guangqiu,
Wu Chunming
et al.
Abstract:Federated Learning is an effective solution to address the issues of data isolation and privacy leakage in machine learning. However, ensuring the security of network devices and architectures deploying federated learning remains a challenge due to network attacks. This paper proposes an attention-based Graph Neural Network for detecting cross-level and cross-department network attacks. This method enables collaborative model training while protecting data privacy on distributed devices. By organizing network … Show more
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