1 citations · 1 across the 10 of their papers we have counts for
15 papers
Moirae: A Multimodal Agent Collaborative Framework for Dynamic Android Malware Detection
Xueying Zeng, Youquan Xian, Yanze Li +9
The Android ecosystem faces persistent and rapidly evolving malware threats. Existing machine learning detectors are vulnerable to concept drift because they rely on implementation…
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…
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…
Implicit Federated In-context Learning For Task-Specific LLM Fine-Tuning
Dongcheng Li, Junhan Chen, Aoxiang Zhou +4
As large language models continue to develop and expand, the extensive public data they rely on faces the risk of depletion. Consequently, leveraging private data within organizati…
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…
Connecting Large Language Models with Blockchain: Advancing the Evolution of Smart Contracts from Automation to Intelligence
Youquan Xian, Xueying Zeng, Duancheng Xuan +4
Blockchain smart contracts have catalyzed the development of decentralized applications across various domains, including decentralized finance. However, due to constraints in comp…