3 papers
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…
cs.CL2025
Hybrid Multi-stage Decoding for Few-shot NER with Entity-aware Contrastive Learning
Congying Liu, Gaosheng Wang, Peipei Liu +2
Few-shot named entity recognition can identify new types of named entities based on a few labeled examples. Previous methods employing token-level or span-level metric learning suf…