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20232026
most citedLow-Quality Training Data Only? A Robust Framework for Detecting Encrypted Malicious Network Traffic

53 citations · 61 across the 15 of their papers we have counts for

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5 papers · 1 filter

cs.NI2026

Mitigating Proxy-Induced Traffic Drift in Website Fingerprinting via Model-Agnostic Traffic Tailoring

Linxiao Yu, Tianyu Cui, Xinhao Deng +4

Website fingerprinting (WF) based on deep learning can effectively identify websites from encrypted traffic. However, users often rely on proxy protocols to bypass censorship, and…

cs.NI2025

Pegasus: A Universal Framework for Scalable Deep Learning Inference on the Dataplane

Yinchao Zhang, Su Yao, Yong Feng +9

The paradigm of Intelligent DataPlane (IDP) embeds deep learning (DL) models on the network dataplane to enable intelligent traffic analysis at line-speed. However, the current use…

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…

cs.NI2023

Secure Inter-domain Routing and Forwarding via Verifiable Forwarding Commitments

Xiaoliang Wang, Zhuotao Liu, Qi Li +6

The Internet inter-domain routing system is vulnerable. On the control plane, the de facto Border Gateway Protocol (BGP) does not have built-in mechanisms to authenticate routing a…