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Image Credit: Arxiv

MIETT: Multi-Instance Encrypted Traffic Transformer for Encrypted Traffic Classification

  • MIETT (Multi-Instance Encrypted Traffic Transformer) is a model for classifying encrypted network traffic.
  • It adopts a multi-instance approach, treating each packet as a distinct instance within a larger bag representing the entire flow.
  • MIETT utilizes Two-Level Attention (TLA) layers to capture both token-level and packet-level relationships effectively.
  • The model incorporates novel pre-training tasks, PRPP and FCL, to enhance its understanding of temporal and flow-specific dynamics.

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