2 papers
cs.NI2026
NeuralEmu: in situ Measurement-Driven, ML-based, High-Fidelity 5G Network Emulation
Haoran Wan, Yaxiong Xie, Kyle Jamieson
Current and future applications demand ultra-low latency and consistent throughput, yet frequently traverse 5G cellular networks, so cope with volatile packet dynamics, as 5G base…
cs.NI2025
Automated, Cross-Layer Root Cause Analysis of 5G Video-Conferencing Quality Degradation
Fan Yi, Haoran Wan, Kyle Jamieson +1
5G wireless networks are complex, leveraging layers of scheduling, retransmission, and adaptation mechanisms to maximize their efficiency. But these mechanisms interact to produce…