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cs.NI2023
Learning Cellular Coverage from Real Network Configurations using GNNs
Yifei Jin, Marios Daoutis, Sarunas Girdzijauskas +1
Cellular coverage quality estimation has been a critical task for self-organized networks. In real-world scenarios, deep-learning-powered coverage quality estimation methods cannot…
cs.NI2022
Open World Learning Graph Convolution for Latency Estimation in Routing Networks
Yifei Jin, Marios Daoutis, Sarunas Girdzijauskas +1
Accurate routing network status estimation is a key component in Software Defined Networking. However, existing deep-learning-based methods for modeling network routing are not abl…