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20112023
most citedMachine Learning DDoS Detection for Consumer Internet of Things Devices

681 citations · 2.9k across the 62 of their papers we have counts for

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Showing 2023Show all

7 papers · 1 filter

cs.NI2023

NetDiffusion: Network Data Augmentation Through Protocol-Constrained Traffic Generation

Xi Jiang, Shinan Liu, Aaron Gember-Jacobson +4

Datasets of labeled network traces are essential for a multitude of machine learning (ML) tasks in networking, yet their availability is hindered by privacy and maintenance concern…

cs.NI2023★ 29 cited

Estimating WebRTC Video QoE Metrics Without Using Application Headers

Taveesh Sharma, Tarun Mangla, Arpit Gupta +2

The increased use of video conferencing applications (VCAs) has made it critical to understand and support end-user quality of experience (QoE) by all stakeholders in the VCA ecosy…

cs.MM2023★ 6 cited

GRACE: Loss-Resilient Real-Time Video through Neural Codecs

Yihua Cheng, Ziyi Zhang, Hanchen Li +9

In real-time video communication, retransmitting lost packets over high-latency networks is not viable due to strict latency requirements. To counter packet losses without retransm…

cs.CR2023★ 18 cited

Measuring and Evading Turkmenistan's Internet Censorship: A Case Study in Large-Scale Measurements of a Low-Penetration Country

Sadia Nourin, Van Tran, Xi Jiang +4

Since 2006, Turkmenistan has been listed as one of the few Internet enemies by Reporters without Borders due to its extensively censored Internet and strictly regulated information…

cs.NI2023

AC-DC: Adaptive Ensemble Classification for Network Traffic Identification

Xi Jiang, Shinan Liu, Saloua Naama +3

Accurate and efficient network traffic classification is important for many network management tasks, from traffic prioritization to anomaly detection. Although classifiers using p…

cs.LG2023★ 1 cited

Augmenting Rule-based DNS Censorship Detection at Scale with Machine Learning

Jacob Brown, Xi Jiang, Van Tran +5

The proliferation of global censorship has led to the development of a plethora of measurement platforms to monitor and expose it. Censorship of the domain name system (DNS) is a k…