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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…