Abstract: Traffic Classification (TC) is experiencing a renewed interest, fostered by the growing popularity of Deep Learning (DL) approaches. In exchange for their proved effectiveness, DL models are ...

Department of Chemistry, Faculty of Science, University of British Columbia, Vancouver Campus, 2036 Main Mall, Vancouver, British Columbia V6T 1Z1, Canada ...

Several key techniques are particularly relevant: • Deep Learning Models ... the network analysis capabilities of GNNs with the classification power of XGBoost. Data Sources And Preprocessing ...

Abstract: Encrypted traffic classification plays a critical role in network security and management. Currently, mining deep patterns from side-channel ... We propose a key abstraction, the Flow Graph, ...