most citedBrain-on-Switch: Towards Advanced Intelligent Network Data Plane via NN-Driven Traffic Analysis at Line-Speed

6 citations · 6 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CR2026

Understanding the Security Boundary of Obfuscation-based On-Device LLM Protection

Hanyi Zhou, Chenyang Li, Yuanzhe Pang +3

Trusted Execution Environments (TEEs) offer a promising mechanism for safeguarding the intellectual property of on-device Large Language Models (LLMs). To overcome the inherent com…

cs.AI2026

TrustedARI: Towards Trust-Native Agentic Routing Infrastructure for Agentic AI

Qi Li, Zhenhua Zou, Shuo Li +2

AI agents increasingly access external models, tools, and services through Agentic Routing Infrastructure (ARI) to manage the overhead of heterogeneous interfaces and fragmented su…

cs.CR2026

Blind Gods and Broken Screens: Architecting a Secure, Intent-Centric Mobile Agent Operating System

Zhenhua Zou, Sheng Guo, Qiuyang Zhan +6

The evolution of Large Language Models (LLMs) has shifted mobile computing from App-centric interactions to system-level autonomous agents. Current implementations predominantly re…

cs.CR2024

Pencil: Private and Extensible Collaborative Learning without the Non-Colluding Assumption

Xuanqi Liu, Zhuotao Liu, Qi Li +2

The escalating focus on data privacy poses significant challenges for collaborative neural network training, where data ownership and model training/deployment responsibilities res…

cs.NI2024★ 6 cited

Brain-on-Switch: Towards Advanced Intelligent Network Data Plane via NN-Driven Traffic Analysis at Line-Speed

Jinzhu Yan, Haotian Xu, Zhuotao Liu +4

The emerging programmable networks sparked significant research on Intelligent Network Data Plane (INDP), which achieves learning-based traffic analysis at line-speed. Prior art in…

cs.NI2024

Learning with Semantics: Towards a Semantics-Aware Routing Anomaly Detection System

Yihao Chen, Qilei Yin, Qi Li +6

BGP is the de facto inter-domain routing protocol to ensure global connectivity of the Internet. However, various reasons, such as deliberate attacks or misconfigurations, could ca…