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cs.CR2026
The Colossus with Feet of Clay: Debunking Encrypted Traffic Classifiers under PQC Evolution
Bingzhen Li, Lingjia Meng, Runhan Song +6
Encrypted traffic classifiers often achieve high accuracy under matched training and testing conditions, implicitly assuming that deployment traffic follows the training distributi…
cs.CR2026
CipherSight: Robust Website Fingerprinting via Record-Resource Semantic Supervision under Distribution Shifts
Runhan Song, Qiqi Liu, Chuanzhou Pan +6
HTTPS website fingerprinting (WF) aims to identify visited websites from metadata observable in encrypted traffic. However, real-world deployments introduce a significant out-of-di…
cs.LG2026
ResAware: Cross-Environment Website Fingerprinting via Resource-Privileged Distillation
Chongru Fan, Wei Wang, Wentao Huang +5
While Website Fingerprinting (WF) attacks achieve high accuracy in controlled laboratory settings, they often degrade substantially in real-world environments due to spatio-tempora…