6 papers
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…
MIDS: Detecting Stealthy Masquerade and Tampering Attacks on CAN Bus via Bidirectional Mamba
Qiqi Liu, Runhan Song, Lei Cui +3
The Controller Area Network (CAN) protocol is the primary communication standard for Electronic Control Units (ECUs) in modern vehicles, but its lack of encryption and authenticati…
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…
MARD: A Multi-Agent Framework for Robust Android Malware Detection
Xueying Zeng, Youquan Xian, Sihao Liu +4
With the rapid evolution of Android applications, traditional machine learning-based detection models suffer from concept drift. Additionally, they are constrained by shallow featu…
UDFS: Lightweight Representation-Driven Open World Robust Encrypted Traffic Classification
Youquan Xian, Xueying Zeng, Aoxiang Zhou +4
In recent years, sequence features such as packet length have received considerable attention due to their central role in encrypted traffic analysis. Existing sequence modeling ap…
CTISum: A New Benchmark Dataset For Cyber Threat Intelligence Summarization
Wei Peng, Junmei Ding, Wei Wang +4
Cyber Threat Intelligence (CTI) summarization involves generating concise and accurate highlights from web intelligence data, which is critical for providing decision-makers with a…