AI-powered eVolution towards opEn and secuRe edGe architEctures
AI-powered eVolution towards opEn and secuRe edGe architEctures
PUBLICATIONS
JOURNALS PUBLICATIONS
B. Gort, G. Kibalya, A. Antonopoulos, "Attention-Driven AI Model Generalization for Workload Forecasting in the Compute Continuum", IEEE Transactions on Machine Learning in Communications and Networking, June-2025.
V. Kasuluru, L. Blanco, E. Zeydan, "Enhancing Open RAN Operations: The Role of Probabilistic Forecasting in Network Analysis", IEEE Transactions on Network and Service Management, Early Access, April-2025.
B. Gort, G. Kibalya, A. Antonopoulos, “AERO: Adaptive Edge-Cloud Orchestration with a Sub-1K-Parameter Forecasting Model”, IEEE Transactions on Machine Learning in Communications and Networking, Vol. 3, pp. 463-478, March-2025.
B. J. D. Gort, G. M. Kibalya, M. A. Serrano, A. Antonopoulos , “Forecasting Trends in Cloud-Edge Computing: Unleashing the Power of Attention Mechanisms”, IEEE Communications Magazine, Vol. 63, No. 1, January-2025.
R. Sedar, C. Kalalas, Member, P. Dini, F. Vázquez-Gallego, J. Alonso-Zarate, L. Alonso “Knowledge Transfer for Collaborative Misbehavior Detection in Untrusted Vehicular Environments”, IEEE Transactions on Vehicular Technology, Vol. 74, Issue 1, January-2025, pp. 425-440.
Z. Wang, Y. Deng, A. H. Aghvami, "Goal-oriented Semantic Communications for Avatar-centric Augmented Reality", IEEE Transactions on Communications, Vol. 72, Issue 12, December-2024.
J. Pérez-Romero, O. Sallent, O. Ruiz, "On Exploiting User Equipment Relaying Capabilities in Beyond 5G Networks: Opportunities, Challenges, and Road Map", IEEE Vehicular Technology Magazine, Vol. 19, No. 4, pp. 54-63, December-2024, doi: https://doi.org/10.1109/MVT.2024.3477848
I. Vilà, J. Pérez-Romero, O. Sallent, "A Transfer Reinforcement Learning Approach for Capacity Sharing in Beyond 5G Networks", Future Internet, MDPI, Vol. 16, 434, November-2024, doi: https://doi.org/10.3390/fi16120434
X. Liu, S. Wang, Y. Deng, A. Nallanathan, "Adaptive Federated Pruning in Hierarchical Wireless Networks", IEEE Transactions on Wireless Communications, Volume: 23, Issue: 6, June-2024, pp. 5985 – 5999. DOI: 10.1109/TWC.2023.3329450.
J. Sánchez-González, O. Sallent, J. Pérez-Romero, "A New Methodology for User Equipment Trajectory Prediction in Cellular Networks", IEEE Transactions on Vehicular Technology, April-2024, doi: 10.1109/TVT.2024.3388554
Z. Wang, L. Boccardo, and Y. Deng, "An Edge-enabled Wireless Split Learning Testbed: Design and Implementation", IEEE Communications Letter, April 2024, doi: 10.1109/LCOMM.2024.3390843
I.Vilà, O. Sallent, J. Pérez-Romero, "Relay-empowered beyond 5G radio access networks with edge computing capabilities", Computer Networks, April-2024, Vol. 243, doi:10.1016/j.comnet.2024.110287
O. Ruiz, J. Sánchez-González, J. Pérez-Romero, O. Sallent, I. Vilà, "Space and time user distribution measurements dataset in a university campus", Computer Networks, April-2024, Vol. 243, DOI:10.1016/j.comnet.2024.110329
Ö. F. Tuna, F. E. Kadan, "Security of AI-Driven Beam Selection for Distributed MIMO in an Adversarial Setting", IEEE Access, March-2024, Vol. 12, DOI: 10.1109/ACCESS.2024.3378263
J. J. Hernández-Carlón, J. Pérez-Romero, O. Sallent, I. Vilà, F. Casadevall, "Deep Learning-based Algorithm for Optimizing Relay User Equipment Activation in 5G Cellular Networks", March-2024,Vol. 73, Issue 3, pp. 4234-4246
Bartzoudis, Nikolaos, José Rubio Fernández, David López-Bueno, Antonio Román Villarroel, and Angelos Antonopoulos, "Agile FPGA Computing at the 5G Edge: Joint Management of Accelerated and Software Functions for Open Radio Access Technologies" Electronics 13, no. 4: 701, February-2024 https://doi.org/10.3390/
X. Liu, Y. Deng*, A. Nallanathan, M. Bennis, “Federated Learning and Meta-Learning: Approaches, Applications, and Directions”, in IEEE Communications Surveys & Tutorials, November-2023
J. Pérez-Romero, O. Sallent, A. Gelonch, X. Gelabert, B. Klaiqi, M. Kahn, D. Campoy, "A Tutorial on the Characterisation and Modelling of Low Layer Functional Splits for Flexible Radio Access Networks in 5G and Beyond", IEEE Communications Surveys & Tutorials, Vol.25, No. 4, Fourth Quarter 2023
Ö. F. Tuna, F. O. Catak, M. T. Eskil, “TENET: a new hybrid network architecture for adversarial defense", International Journal of Information Security, Springer, Vol. 22, March-2023.
I. Vilà, O. Sallent, J. Pérez-Romero, "On the Design of a Network Digital Twin for the Radio Access Network in 5G and Beyond", Sensors, MDPI, Vol. 23, 1197, January,-2023.
CONFERENCES PUBLICATIONS
B. Gort, G. Kibalya, A. Umbert, A. Antonopoulos, “OmniFORE: Attention-Based Generalization Framework for Edge-Cloud Workload Predictions”, 30th IEEE Symposium on Computers and Communications (ISCC), Bologna (Italy), 02/July/2025-05/July/2025.
E. Kartsakli, N. Bartzoudis, A. Antonopoulos, F. Buining, T. Metsch, J. Pujol Roig, S. Kosu, Y. Deng, J. Pérez-Romero, O. Sallent , "Edge4AI: Enabling intelligent edge automation and AI lifecycle management for Beyond 5G networks", European Conference on Networks and Communications & 6G Summit (EuCNC’25), Poznan (Poland), 03/June/2025 - 06/June/2025.
B. Gort, G. Kibalya, A. Antonopoulos, "Optimization of Distinct Time-Series Neural Architectures for Cloud-Edge Workload Prediction", IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Barcelona(Spain), 26/May/2025–29/May/2025
D. Campoy, J. Pérez-Romero, O. Sallent, A. Gelonch, X. Gelabert, B. Klaiqi, "Deep Neural Network Model for Dynamic Functional Split Management in Beyond 5G", IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Barcelona(Spain), 26/May/2025–29/May/2025
D. Campoy, I. Vilà, J. Pérez-Romero, O. Sallent,"Digital Twin as a Service for 6G Radio Access Networks: Functional Model and Key Challenges", 31st IEEE International Conference on Telecommunications (ICT 2025), Budva(Montenegro), 28/April/2025-29/April/2025
G. Kibalya, M. Dalgitsis, M.A. Serrano, N. Bartzoudis, L. Blanco, E. Zeydan, A. Antonopoulos, “Joint UPF and Application Placement in Multi-Slice Edge Networks: A Reinforcement Learning Strategy”, IEEE Wireless Communications and Networking Conference (WCNC 2025), Milan (Italy), 24/March/2025-27/March/2025.
X. Tao, I. Vilà, S. K. Mohalik, J. Pérez-Romero, O. Sallent, “ReLVaaS: Verification-as-a-Service to Analyze Trustworthiness of RL-based Solutions in 6G Networks”, 17th International Conference on Communication Systems & Networks (COMSNETS’25), Bengaluru (India), 6/January/2025 -10/January/2025
E. Kartsakli, O. Sallent, J. Pujol Roig, J. Pérez-Romero, I. VIlà, N. Bartzoudis, U. Gülen, S. Kosu, O. Kolawole, X. Tao, S. K. Mohalik, A. Antonopoulos, C. Kalalas, E. Quiñones, "Advanced Edge Computing Architecture for AI-Driven Automation and Slicing in Beyond 5G", 17th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2024), Sharjah(UAE), 16/December/2024-19/December/2024
M. D. Leite de Souza, T. Metsch, “Advancing Orchestration: Leveraging Distance Functions to Meet Application Intents”, 17th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2024), Sharjah(UAE), 16/December/2024-19/December/2024
X. Zhang, Y, Deng, T Mahmoodi, “Joint Model Pruning and Resource Allocation for Wireless Time-triggered Federated Learning”, IEEE GLOBECOM’24, Cape Town (South Africa), 08/December/2024-12/December/2024
G. Kalem, S. Kosu, M. Basaran, "5G/6G technology capabilities designed for secure edge network: Smart city use cases of Turkcell", The First International Workshop on Secure Edge Networking and Applications (SENA 2024), Dubai (UAE), 26/November/2024–29/November/ 2024
J. Pérez-Romero, Ö. F. Tuna, O. Sallent, N. Bartzoudis, E. Kartsakli, O. Kolawole, I. Vilà, M. A. Serrano, U. Gülen, "On the Deployment of an AI-driven Power Control Mechanism for D-MIMO in Beyond 5G Scenarios", IEEE Conference on Standards for Communications and Networking (CSCN), Belgrade (Serbia), 25/November/2024–27/November/ 2024
N. Bartzoudis, J. Rubio Fernández, D. López-Bueno, G. Kibalya, A. Antonopoulos, “Micro-orchestration of RAN functions accelerated in FPGA SoC devices", International Conference on 6G Networking (6GNet’24), Paris (France), 21/October/2024-23/October/2024.
U. Gülen, Ö. F. Tuna, B. Nour, Z. Laaroussi, L. Karaçay, F. Karakoç, “Threat Modeling of AI-as-a-Service Framework”, 20th International Conference on Wireless and Mobile Computing, Networking and Communications (WIMOB’24), Paris (France), 21/October/2024-23/October/2024.
R. Vijithasena, R. Scaciota, M.Bennis, S. Samarakoon, "Resource Optimization for Tail-Based Control in Wireless Networked Control Systems", IEEE International Symposium on Personal, Indoor and Mobile Radio Communications(PIMRC'24), Valencia(Spain), 02/September/2024 - 05/September/2024
V. Kasuluru, L. Blanco, C. J. Vaca-Rubio, E. Zeydan,"On the Impact of PRB Load Uncertainty Forecasting for Sustainable Open RAN", IEEE International Symposium on Personal, Indoor and Mobile Radio Communications(PIMRC'24), Valencia(Spain), 02/September/2024 - 05/September/2024
J. Pérez-Romero, O. Sallent, D. Campoy, A. Gelonch, X. Gelabert, B. Klaiqi, "Low Layer Functional Split Management in 5G and Beyond: Architecture and Self-adaptation", 19th International Symposium on Wireless Communication Systems (ISWCS 2024), Rio de Janeiro(Brasil), 14/July/2024 - 17/July/ 2024
L. Kanagamani, J. Sadasivan and S. Banerjee, "Sample-Efficient Blockage Prediction and Handover Using Causal Reinforcement Learning", IEEE CONECCT 2024, Bangalore(India), 12/July/2024 - 13/July/ 2024
L. Liatsas, G. Mirondo Kibalya, A. Antonopoulos, "XAI-driven Model Design for Resource Utilization Forecasting in Cloud-native 6G Networks", IEEE International Mediterranean Conference on Communications and Networking (MeditCom 2024), Madrid (Spain), 08/July/2024 - 11/July/2024
R. Sedar, C. Kalalas, F. Vazquez-Gallego, J. Alonso-Zarate, "Deep Reinforcement Learning-Based Adversarial Defense in Vehicular Communication Systems", IEEE International Conference on Communications 2024 (IEEE ICC '24), Denver(USA), 09/June/2024 to 13/June/2024.
V. Kasuluru, L. Blanco, E. Zeydan, A. Bel, A. Antonopoulos, “Enhancing Cloud-Native Resource Allocation with Probabilistic Forecasting Techniques in O-RAN”, 2024 European Conference on Networks and Communications & 6G Summit (EUCNC’24), Antwerp (Belgium), 03/June/2024 to 06/June/2024
J. Pérez-Romero, O. Sallent , I. Vilà, E. Kartsakli, Ö. Faruk, Swarup Kumar, X. Tao, "Towards Trustworthy Reinforcement Learning-based Resource Management in Beyond 5G", 2024 European Conference on Networks and Communications & 6G Summit (EUCNC’24), Antwerp(Belgium), 03/June/2024 to 06/June/2024.
Ö. Ozturk “5G Technology, Product Lifecycle Management Integration, Fast Image Processing and Data Sharing” BICSS 11th International Conference on Applied Sciences,Skopje (North Macedonia), 04/April/2024 to 07/April/2024 .
S. Kosu, G. Kalem, "Enabling Innovation through VERGE's Open Data Space based on 5G Network", Wireless World Research Forum Meeting 50 (WWRF #50), 10/January/2024 to 11/January/2024
S. Shirodkar, S. Banerjee, "Causal Policy Gradient for End-to-End Communication Systems", IEEE 16th International Conference on COMmunication Systems & NETworkS (COMSNETS), Bengaluru(India), 03/January/2024 to 07/January/2024.
Z. Wang, Y. Deng "Task-oriented and Semantics-aware Communications for Augmented Reality", IEEE Global Communications Conference (GLOBECOM), Kuala Lumpur (Malaysia), 04/December/2023 to 08/December/2023.
Z. Zheng, Y. Deng, X. Liu, A. Nallanathan, "Asynchronous Federated Learning via Over-the-Air Computation", IEEE Global Communications Conference (GLOBECOM), Kuala Lumpur (Malaysia), 04/December/2023 to 08/December/2023.
S. Mostafa, M. P. Mota, A. Valcarce, M. Bennis, “Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things”, IEEE Global Communications Conference (GLOBECOM), Kuala-Lumpur( Malaysia), 04/December/2023 to 08/December/2023.
C. B. Chaaya, S. Samarakoon, M. Bennis, “Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations”, IEEE Global Communications Conference(GLOBECOM), Kuala-Lumpur( Malaysia), 04/December/2023 to 08/December/2023.
E. Kartsakli, J. Perez-Romero, N. Bartzoudis, O. Sallent, O. Kolawole, X. Tao, S. K. Mohalik, T. Mach, S. Liu,Y. Deng, G. Mandò, A. Antonopoulos, V. Frascolla, S. Kosu, G. Kalem, F. Buining, E. Quiñones, “An Evolutionary Edge Computing Architecture for Beyond 5G Era”, IEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks 2023 (CAMAD), Edinburgh(Scotland), 6/November/2023 to 08/November/2023.
V. Kasuluru, L. Blanco, E. Zeydan, "On the use of Probabilistic Forecasting for Network Analysis in Open RAN", IEEE International Mediterranean Conference on Communications and Networking (MeditCom 2023), Dubrovnik(Croatia), 04/September/2023 to 07/September/2023.
Ö. F. Tuna, F. E. Kadan, "A Flexible, Efficient and Robust Method for AI-driven Power Controlin D-MIMO", IEEE International Mediterranean Conference on Communications andNetworking (MeditCom 2023), Dubrovnik(Croatia), 04/September/2023 to 07/September/2023.
I. Vilà, O. Sallent, J. Pérez-Romero, "Expanding Edge Computing deeper into Beyond 5G Radio Access Networks", 9th IEEE Conference on Network Softwarization - 2nd International Workshop on Edge Network Softwarization (ENS), Madrid(Spain), 19/June/2023 to 23/June/2023
E. Kartsakli, J. Perez-Romero, O. Sallent, N. Bartzoudis, V. Frascolla, S. Mohalik, T. Metsch, A. Antonopoulos, Ö. Tuna, Y. Deng, X. Tao, M. A. Serrano, E. Quiñones, "AI-powered Edge Computing Evolution for Beyond 5G Communication Networks", EuCNC & 6G Summit, Gothenburg(Sweden), 06/June/2023 to 09/June/2023
X. Zhou, Y. Deng, H. Xia, S. Wu, "Wireless Time-Triggered Federated Learning with Adaptive Local Training Optimization", IEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops, New York, USA, 17/May/2023 to 20/May, 2023.
G. Kalem, M. A. Durmaz, I. Güzel, G. Kesik, C. Gordy, “The Use Case of Beyond-5G and Edge Computing for XR-driven Collaborative Design”, Wireless World Research Forum Meeting 49 (WWRF #49), Poznan(Poland) 28/March/2023 to 30/March/2023.
VERGE project has received funding from the Smart Networks and Services Joint Undertaking (SNS JU) under the European Union's Horizon Europe research and innovation programme under Grant Agreement 101096034.
UK participants in Horizon Europe Project VERGE are supported by UKRI grant numbers 10071211 (Samsung Electronics (UK) Limited) and 10061781 (King’s College London).
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