Duc Thinh Ngo

Publications

Article dans une revue (2)

Rethinking Traffic Prediction in Mobile Network Digital Twins: A flexible inductive graph-based learning model for data-scarce scenarios Duc-Thinh Ngo,Ons Aouedi,Kandaraj Piamrat,Thomas Hassan,Philippe Raipin Computer Networks, In press, 271, pp.1-13. ⟨10.1016/j.comnet.2025.111569⟩ Article dans une revue hal-05174800v1
Empowering Digital Twin for Future Networks with Graph Neural Networks: Overview, Enabling Technologies, Challenges, and Opportunities Duc-Thinh Ngo,Ons Aouedi,Kandaraj Piamrat,Thomas Hassan,Philippe Raipin-Parvédy Future internet, 2023, 15 (12), pp.377. ⟨10.3390/fi15120377⟩ Article dans une revue hal-04331283v1

Communication dans un congrès (2)

Towards Scalable O-RAN Resource Management: Graph-Augmented Proximal Policy Optimization Duc-Thinh Ngo,Kandaraj Piamrat,Ons Aouedi,Thomas Hassan,Philippe Raipin-Parvédy IEEE International Symposium on Network Computing and Applications, Nov 2025, Lisbon, Portugal. pp.165-173, ⟨10.1109/NCA67271.2025.00036⟩ Communication dans un congrès hal-05228435v1
FLEXIBLE: Forecasting Cellular Traffic by Leveraging Explicit Inductive Graph-Based Learning Duc-Thinh Ngo,Kandaraj Piamrat,Ons Aouedi,Thomas Hassan,Philippe Raipin IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Sep 2024, Valencia (Espagne), Spain. ⟨10.1109/PIMRC59610.2024.10817182⟩ Communication dans un congrès hal-04573168v1

Thèse (1)

Dynamic graph learning algorithms for digital twins of network architectures Duc-Thinh Ngo Networking and Internet Architecture [cs.NI]. Ecole nationale supérieure Mines-Télécom Atlantique, 2025. English. ⟨NNT : 2025IMTA0488⟩ Thèse tel-05419326v1