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A lightweight anomaly detection model for network traffic using multi scale spatio temporal residual learning

Abstract With the continuous upgrading of network attacks, network abnormal traffic detection has become a key technology to ensure network security. However, existing detection methods still face challenges in handling large-scale network traffic, solving the category imbalance problem, and improvi...

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Autors principals: Wei Yao, Wenting Lin
Format: Artigo
Idioma:Inglês
Publicat: Nature Portfolio 2025-07-01
Col·lecció:Scientific Reports
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Accés en línia:https://doi.org/10.1038/s41598-025-05190-y
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