StreamGuard implements a closed-loop 5G architecture that prioritizes subflows in video conferencing via RAN monitoring and packet marking, delivering up to 70% better QoE or 2x higher background throughput in testbed evaluations.
Differentially-private network trace analysis
2 Pith papers cite this work. Polarity classification is still indexing.
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RAPPOR is applied with ε=10, 1.0, 0.1 (and a finer sweep 0.5-1.0) to filtered Android app datasets of 10k, 100k, and 1.2M records to examine privacy-utility effects.
citing papers explorer
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StreamGuard: Exploring a 5G Architecture for Efficient, Quality of Experience-Aware Video Conferencing
StreamGuard implements a closed-loop 5G architecture that prioritizes subflows in video conferencing via RAN monitoring and packet marking, delivering up to 70% better QoE or 2x higher background throughput in testbed evaluations.
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Privacy Parameter Variation Using RAPPOR on a Malware Dataset
RAPPOR is applied with ε=10, 1.0, 0.1 (and a finer sweep 0.5-1.0) to filtered Android app datasets of 10k, 100k, and 1.2M records to examine privacy-utility effects.