AINeutralarXiv – CS AI · 8h ago6/10
🧠
Treat Traffic Like Trees: A Semantic-Preserving Hierarchical Graph-Based Expert Framework for Encrypted Traffic Analysis
Researchers propose PTGAMoE, a semantic-preserving graph-based deep learning framework for encrypted traffic analysis that outperforms existing models by respecting protocol hierarchies and field-level structures. The approach combines graph attention mechanisms with mixture-of-experts design to improve both accuracy in traffic classification and interpretability of model decisions.