Incremental-learning-based graph neural networks on edge-forwarding devices for network intrusion detection

Graph neural networks have become one of the research hotspots for network intrusion detection due to their natural suitability for representing computer networks. However, most of the related research on training GNNs is centralized, and this approach involves long-distance transmission and dumping...

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Bibliographic Details
Main Authors: Qiang Gao, Samina Kausar, HuaXiong Zhang
Format: Article
Language:English
Published: Elsevier 2025-07-01
Series:Alexandria Engineering Journal
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1110016825004107
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