Machine Learning for Performance-Aware Virtual Network Function Placement. - Dimitrios Michael Manias; Manar Jammal; Hassan Hawilo; Abdallah Shami; Parisa Heidari; Adel Larabi; Richard Brunner (GLOBECOM, 2019)

A Machine Learning-Based Migration Strategy for Virtual Network Function Instances. - Dimitrios Michael Manias; Hassan Hawilo; Abdallah Shami (CoRR, 2020)

Depth-Optimized Delay-Aware Tree (DO-DAT) for Virtual Network Function Placement. - Dimitrios Michael Manias; Hassan Hawilo; Manar Jammal; Abdallah Shami (IEEE Netw. Lett., 2020)

Concept Drift Detection in Federated Networked Systems. - Dimitrios Michael Manias; Ibrahim Shaer; Li Yang 010; Abdallah Shami (GLOBECOM, 2021)

PWPAE: An Ensemble Framework for Concept Drift Adaptation in IoT Data Streams. - Li Yang 010; Dimitrios Michael Manias; Abdallah Shami (GLOBECOM, 2021)

The Need for Advanced Intelligence in NFV Management and Orchestration. - Dimitrios Michael Manias; Abdallah Shami (IEEE Netw., 2021)

Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems. - Dimitrios Michael Manias; Abdallah Shami (IEEE Netw., 2021)

An NWDAF Approach to 5G Core Network Signaling Traffic: Analysis and Characterization. - Dimitrios Michael Manias; Ali Chouman; Abdallah Shami (GLOBECOM, 2022)

Towards Supporting Intelligence in 5G/6G Core Networks: NWDAF Implementation and Initial Analysis. - Ali Chouman; Dimitrios Michael Manias; Abdallah Shami (IWCMC, 2022)

A Model Drift Detection and Adaptation Framework for 5G Core Networks. - Dimitrios Michael Manias; Ali Chouman; Abdallah Shami (MeditCom, 2022)

Robust traffic grooming and infrastructure placement in OTN-over-DWDM networks. - Dimitrios Michael Manias; Joe Naoum-Sawaya; Abdallah Shami; Abbas Javadtalab; Mahdi Hemmati; Yuren You (JOCN, 2022)

A Reliable AMF Scaling and Load Balancing Framework for 5G Core Networks. - Ali Chouman; Dimitrios Michael Manias; Abdallah Shami (IWCMC, 2023)

Leveraging Large Language Models for DRL-Based Anti-Jamming Strategies in Zero Touch Networks. - Abubakar S. Ali; Dimitrios Michael Manias; Abdallah Shami; Sami Muhaidat (CoRR, 2023)

OTN-over-WDM optimization in 5G networks: key challenges and innovation opportunities. - Abdallah Moubayed; Dimitrios Michael Manias; Abbas Javadtalab; Mahdi Hemmati; Yuren You; Abdallah Shami (Photonic Netw. Commun., 2023)

The Role of Optical Transport Networks in 6G and Beyond: A Vision and Call to Action. - Dimitrios Michael Manias; Abbas Javadtalab; Joe Naoum-Sawaya; Abdallah Shami (J. Sens. Actuator Networks, 2023)

Slice-Level Performance Metric Forecasting in Intelligent Transportation Systems and the Internet of Vehicles. - Dimitrios Michael Manias; Ali Chouman; Anwer Al-Dulaimi; Abdallah Shami (IEEE Internet Things Mag., 2023)

Model Drift in Dynamic Networks. - Dimitrios Michael Manias; Ali Chouman; Abdallah Shami (IEEE Commun. Mag., 2023)

Resilient and Robust QoS-Preserving Post-Fault VNF Placement. - Dimitrios Michael Manias; Ali Chouman; Joe Naoum-Sawaya; Abdallah Shami (IEEE Netw. Lett., 2023)

Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks. - Dimitrios Michael Manias; Ali Chouman; Abdallah Shami (DRCN, 2024)

Probabilistic Fault-Tolerant Robust Traffic Grooming in OTN-over-DWDM Networks. - Dimitrios Michael Manias; Joe Naoum-Sawaya; Abbas Javadtalab; Abdallah Shami (DRCN, 2024)

Machine Learning for Pre/Post Flight UAV Rotor Defect Detection Using Vibration Analysis. - Alexandre Gemayel; Dimitrios Michael Manias; Abdallah Shami (GLOBECOM, 2024)

Semantic Routing for Enhanced Performance of LLM-Assisted Intent-Based 5G Core Network Management and Orchestration. - Dimitrios Michael Manias; Ali Chouman; Abdallah Shami (GLOBECOM, 2024)

A Modular, End-to-End Next-Generation Network Testbed: Towards a Fully Automated Network Management Platform. - Ali Chouman; Dimitrios Michael Manias; Abdallah Shami (CoRR, 2024)

Robust and Reliable SFC Placement in Resource-Constrained Multi-Tenant MEC-Enabled Networks. - Dimitrios Michael Manias; Ibrahim Shaer; Joe Naoum-Sawaya; Abdallah Shami (IEEE Trans. Netw. Serv. Manag., 2024)

A Modular, End-to-End Next-Generation Network Testbed: Toward a Fully Automated Network Management Platform. - Ali Chouman; Dimitrios Michael Manias; Abdallah Shami (IEEE Trans. Netw. Serv. Manag., 2024)

Network Resource Optimization for ML-Based UAV Condition Monitoring With Vibration Analysis. - Alexandre Gemayel; Dimitrios Michael Manias; Abdallah Shami (IEEE Netw. Lett., 2025)