40 citations · 60 across the 6 of their papers we have counts for
9 papers
HyRA: A Hybrid Resource Allocation Framework for RAN Slicing
Mohammad Zangooei, Bo Sun, Noura Limam +1
The advent of 5G and the emergence of 6G networks demand unprecedented flexibility and efficiency in Radio Access Network (RAN) resource management to satisfy diverse service-level…
Towards Sub-millisecond Latency and Guaranteed Bit Rates in 5G User Plane
Leonardo Alberro, Noura Limam, Raouf Boutaba
Next-generation services demand stringent Quality of Service (QoS) guarantees, such as per-flow bandwidth assurance, ultra-low latency, and traffic prioritization, posing significa…
Rethinking Telemetry Design for Fine-Grained Anomaly Detection in 5G User Planes
Niloy Saha, Noura Limam, Yang Xiao +1
Detecting QoS anomalies in 5G user planes requires fine-grained per-flow visibility, but existing telemetry approaches face a fundamental trade-off. Coarse per-class counters are l…
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…
Towards NWDAF-enabled Analytics and Closed-Loop Automation in 5G Networks
Fatemeh Shafiei Ardestani, Niloy Saha, Noura Limam +1
The fifth generation of cellular technology (5G) delivers faster speeds, lower latency, and improved network service alongside support for a large number of users and a diverse ran…
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…
Secure and Efficient Group Handover Protocol in 5G Non-Terrestrial Networks
Bohan Zhang, Peng Hu, Ahmad Akbari Azirani +4
The growing low-Earth orbit (LEO) satellite constellations have become an essential part of the fifth-generation (5G) non-terrestrial network (NTN) market. These satellites can ena…
AutoML4ETC: Automated Neural Architecture Search for Real-World Encrypted Traffic Classification
Navid Malekghaini, Elham Akbari, Mohammad A. Salahuddin +5
Deep learning (DL) has been successfully applied to encrypted network traffic classification in experimental settings. However, in production use, it has been shown that a DL class…
A Graph-Based Machine Learning Approach for Bot Detection
Abbas Abou Daya, Mohammad A. Salahuddin, Noura Limam +1
Bot detection using machine learning (ML), with network flow-level features, has been extensively studied in the literature. However, existing flow-based approaches typically incur…