| kubeFlower: A privacy-preserving framework for Kubernetes-based federated learning in cloud–edge environments JM Parra-Ullauri, H Madhukumar, AC Nicolaescu, X Zhang, A Bravalheri, ... Future Generation Computer Systems 157, 558-572, 2024 | 38 | 2024 |
| Profiling AI Models: Towards Efficient Computation Offloading in Heterogeneous Edge AI Systems JM Parra-Ullauri, O Dilley, H Madhukumar, D Simeonidou 2024 3rd International Conference on 6G Networking (6GNet), 164-166, 2024 | 6 | 2024 |
| Toward Practical Operation of Deep Reinforcement Learning Agents in Real-World Network Management at Open RAN Edges H Li, H Madhukumar, P Li, Y Liu, Y Teng, Y Wu, N Wang, S Yan, ... IEEE Communications Magazine, 2025 | 1 | 2025 |
| A Scalable and Distributed Hierarchical Architecture for Network Monitoring-on-Demand H Madhukumar, TA Bower, X Vasilakos, JP Ullauri, M Lema, ... 2024 3rd International Conference on 6G Networking (6GNet), 63-68, 2024 | 1 | 2024 |
| Incremental DRL-Based Resource Management for Dynamic Network Slicing in an Urban-Wide Testbed H Li, Y Liu, H Madhukumar, A Emami, X Zhou, Y Wu, X Vasilakos, S Yan, ... IEEE Transactions on Network and Service Management, 2025 | | 2025 |
| Future Factories with 6G: Agentic AI and Cyber-Physical Digital Twins H Li, H Madhukumar, N Methley, X Chen, Y Wu, J Parra-Ullauri, V Sharma, ... IEEE Internet of Things Journal, 2025 | | 2025 |
Dimitra Simeonidou OBE, FREng, FIEEEUniversity of Bristol, Full Professor, Director Smart Internet LabVerified email at bristol.ac.uk
