Hongsheng Fang – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2025-05-29T19:05:12Z http://www.open-lab.net/blog/feed/ Hongsheng Fang <![CDATA[Applying Autoencoder-Based GNNs for High-Throughput Network Anomaly Detection in NetFlow Data]]> http://www.open-lab.net/blog/?p=99171 2025-05-29T19:05:12Z 2025-05-08T22:18:41Z As modern enterprise and cloud environments scale, the complexity and volume of network traffic increase dramatically. NetFlow is used to record metadata about...]]>

As modern enterprise and cloud environments scale, the complexity and volume of network traffic increase dramatically. NetFlow is used to record metadata about the traffic flows traversing a network device such as a router, switch, or host. NetFlow data, essential for understanding network traffic, can be effectively modeled as graphs where edges capture properties such as connection duration and…

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