LSTM-based QoS prediction for 5G-enabled Connected and Automated Mobility applications. - Sokratis Barmpounakis; Lina Magoula; Nikolaos Koursioumpas; Ramin Khalili; José Mauricio Perdomo; Ramya Panthangi Manjunath (5GWF, 2021)

5Growth Data-Driven AI-Based Scaling. - Danny De Vleeschauwer; Jorge Baranda; Josep Mangues-Bafalluy; Carla-Fabiana Chiasserini; Marco Malinverno; Corrado Puligheddu; Lina Magoula; Jorge Martín-Pérez; Sokratis Barmpounakis; Koteswararao Kondepu; Luca Valcarenzhi; Xi Li 002; et al. (EuCNC/6G Summit, 2021)

A genetic algorithm approach for service function chain placement in 5G and beyond, virtualized edge networks. - Lina Magoula; Sokratis Barmpounakis; Ioannis Stavrakakis; Nancy Alonistioti (Comput. Networks, 2021)

Network Traffic Anomaly Prediction for Beyond 5G Networks. - Nikolaos Koursioumpas; Lina Magoula; Sokratis Barmpounakis; Ioannis Stavrakakis (PIMRC, 2022)

A Deep Learning Approach for Distributed QoS Prediction in Beyond 5G Networks. - Lina Magoula; Nikolaos Koursioumpas; Sokratis Barmpounakis; Panagiotis Kontopoulos; Miguel Angel Gutierrez-Estevez; Ramin Khalili; Apostolos Kousaridas (PIMRC, 2022)

A Safe Genetic Algorithm Approach for Energy Efficient Federated Learning in Wireless Communication Networks. - Lina Magoula; Nikolaos Koursioumpas; Alexandros-Ioannis Thanopoulos; Theodora Panagea; Nikolaos Petropouleas; Miguel Angel Gutierrez-Estevez; Ramin Khalili (PIMRC, 2023)

SIM+: A comprehensive implementation-agnostic information model assisting AI-driven optimization for beyond 5G networks. - Lina Magoula; Nikolaos Koursioumpas; Theodora Panagea; Nancy Alonistioti; Chaima Ghribi; Joshua Shakya (Comput. Networks, 2024)

A Safe Deep Reinforcement Learning Approach for Energy Efficient Federated Learning in Wireless Communication Networks. - Nikolaos Koursioumpas; Lina Magoula; Nikolaos Petropouleas; Alexandros-Ioannis Thanopoulos; Theodora Panagea; Nancy Alonistioti; Miguel Angel Gutierrez-Estevez; Ramin Khalili (IEEE Trans. Green Commun. Netw., 2024)

DISTINQT: A Distributed Privacy Aware Learning Framework for QoS Prediction for Future Mobile and Wireless Networks. - Nikolaos Koursioumpas; Lina Magoula; Ioannis Stavrakakis; Nancy Alonistioti; Miguel Angel Gutierrez-Estevez; Ramin Khalili (IEEE Trans. Veh. Technol., 2025)