Symmetry • Vol 17 • No 6
An Intrusion Detection Method Based on Symmetric Federated Deep Learning in Complex Networks
June 2025 • Lei Wang, Xiaoquan Ren, Chun-Yi Wu
The rapid development of the current 5G/6G network has added tremendous pressure to traditional security detection in the scenario of dealing with large-scale network attacks, resulting in high time complexity and low efficiency of attack identification. According to the deep network and its symmetry principle, this paper proposes a complex network intrusion detection and recognition method based on symmetric federation optimization, named IDS, which aims to reduce the time complexity and improve the accuracy and …