148 citations · 379 across the 18 of their papers we have counts for
19 papers
Data-Driven Online Slice Admission Control and Resource Allocation in NextG Mobile Networks
Muhammad Sulaiman, Bo Sun, Mohammad Ali Salahuddin +2
Virtualization in 5G and beyond networks enables the creation of virtual networks (i.e., network slices) tailored to the needs of different applications. To maximize revenue under…
One task to rule them all: A closer look at traffic classification generalizability
Elham Akbari, Zihao Zhou, Mohammad Ali Salahuddin +5
Existing website fingerprinting and traffic classification solutions do not work well when the evaluation context changes, as their performances often heavily rely on context-speci…
5Guard: Isolation-aware End-to-End Slicing of 5G Networks
Mehdi Bolourian, Noura Limam, Mohammad Ali Salahuddin +1
Network slicing logically partitions the 5G infrastructure to cater to diverse verticals with varying requirements. However, resource sharing exposes the slices to threats and perf…
Data-driven Online Slice Admission Control and Resource Allocation for 5G and Beyond Networks
Muhammad Sulaiman, Bo Sun, Mohammad Ali Salahuddin +2
Virtualization in 5G and beyond networks allows the creation of virtual networks, or network slices, tailored to meet the requirements of various applications. However, this flexib…
HERL: Tiered Federated Learning with Adaptive Homomorphic Encryption using Reinforcement Learning
Jiaxang Tang, Zeshan Fayyaz, Mohammad A. Salahuddin +3
Federated Learning is a well-researched approach for collaboratively training machine learning models across decentralized data while preserving privacy. However, integrating Homom…
MicroOpt: Model-driven Slice Resource Optimization in 5G and Beyond Networks
Muhammad Sulaiman, Mahdieh Ahmadi, Bo Sun +4
A pivotal attribute of 5G networks is their capability to cater to diverse application requirements. This is achieved by creating logically isolated virtual networks, or slices, wi…