3 papers
cs.NI2026
NetCoFi: A Budget-Aware Coarse-Fine Dual-Branch Model for Encrypted Traffic Classification
Zhengyi Ma, Qiming Yu, Chungang Lin +3
Encrypted traffic classification is critical for network management and security, but practical deployment must balance classification accuracy and inference cost. Existing models…
cs.NI2026
Shortcut in Generalization: Rethinking Evaluation Protocol for Encrypted Traffic Classification
Qiming Yu, Chungang Lin, Zhengyi Ma +4
Encrypted traffic classification is commonly evaluated under a range of experimental protocols, with classification performance reported as the primary measure. However, the report…
cs.LG2026
TDDM-Melatt: A Decoupled Memory and Diffusion Framework for Generalizable Encrypted Traffic Classification
Ze Chen, Qiming Yu, Zijia Song +2
The widespread adoption of encrypted traffic poses severe challenges to current security situational awareness systems based on network traffic monitoring. In existing dataset-driv…