4 papers
PersonaFingerprint: Measuring Persona Inference on Modern Websites with LLM-Driven Browsing
Chuxu Song, Hao Wang, Richard Martin
Website Fingerprinting (WFP) has traditionally focused on inferring which website a user visits from encrypted traffic metadata such as packet sizes and timing. In this paper, we i…
CSAttention: Centroid-Scoring Attention for Accelerating LLM Inference
Chuxu Song, Zhencan Peng, Jiuqi Wei +1
Long-context LLMs increasingly rely on extended, reusable prefill prompts for agents and domain Q&A, pushing attention and KV-cache to become the dominant decode-time bottlenecks.…
Redefining Website Fingerprinting Attacks With Multiagent LLMs
Chuxu Song, Dheekshith Dev Manohar Mekala, Hao Wang +1
Website Fingerprinting (WFP) uses deep learning models to classify encrypted network traffic to infer visited websites. While historically effective, prior methods fail to generali…
Seamless Website Fingerprinting in Multiple Environments
Chuxu Song, Zining Fan, Hao Wang +1
Website fingerprinting (WF) attacks identify the websites visited over anonymized connections by analyzing patterns in network traffic flows, such as packet sizes, directions, or i…