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VERGE Project

CORDIS Reference Start date End date Coordinator
https://cordis.europa.eu/project/id/101096034 01/01/2023 30/06/2025 UNIVERSITAT POLITECNICA DE CATALUNYA / Spain

Project description

Edge computing involves an ecosystem of highly heterogeneous computing elements, which may be located practically everywhere across the path between the end-devices, the access network and the central cloud. In this context, the EU-funded VERGE project will design a flexible, modular and converged edge platform to support distributed AI at the edge. Focusing on security, privacy and trustworthiness, VERGE will carry out two use cases. The first will cover mixed reality driven edge-enabled industrial Beyond 5G applications in Turkey. The second will study edge-assisted autonomous tram operations in Italy. Results will be disseminated to academia, industry and the wider stakeholder community.

Project outputs

Publications

Domain Type of output Title DOI URL
AI, Machine Learning & Data Science Conference proceedings On the Deployment of an AI-driven Power Control Mechanism for D-MIMO in Beyond 5G Scenarios https://doi.org/10.1109/CSCN63874.2024.10849691
AI, Machine Learning & Data Science Conference proceedings A Flexible, Efficient and Robust Method for AI-driven Power Control in D-MIMO https://doi.org/10.1109/MeditCom58224.2023.10266651
AI, Machine Learning & Data Science Other AI/ML as a Key Enabler of 6G Networks: Methodology, Approach and AI-Mechanisms in SNS JU https://doi.org/10.5281/ZENODO.14623106
AI, Machine Learning & Data Science Peer reviewed articles A Transfer Reinforcement Learning Approach for Capacity Sharing in Beyond 5G Networks https://doi.org/10.3390/FI16120434
AI, Machine Learning & Data Science Peer reviewed articles Space and time user distribution measurements dataset in a university campus https://doi.org/10.1016/J.COMNET.2024.110329
AI, Machine Learning & Data Science Peer reviewed articles Adaptive Federated Pruning in Hierarchical Wireless Networks https://doi.org/10.1109/TWC.2023.3329450
AI, Machine Learning & Data Science Peer reviewed articles Forecasting Trends in Cloud-Edge Computing: Unleashing the Power of Attention Mechanisms https://doi.org/10.1109/MCOM.001.2300583
AI, Machine Learning & Data Science Peer reviewed articles AERO: Adaptive Edge-Cloud Orchestration With a Sub-1K-Parameter Forecasting Model https://doi.org/10.1109/TMLCN.2025.3553100
AI, Machine Learning & Data Science Peer reviewed articles Knowledge Transfer for Collaborative Misbehavior Detection in Untrusted Vehicular Environments https://doi.org/10.1109/TVT.2024.3461837
AI, Machine Learning & Data Science Peer reviewed articles Attention-Driven AI Model Generalization for Workload Forecasting in the Compute Continuum https://doi.org/10.1109/TMLCN.2025.3584009
AI, Machine Learning & Data Science Peer reviewed articles Enhancing Open RAN Operations: The Role of Probabilistic Forecasting in Network Analysis https://doi.org/10.1109/TNSM.2025.3565268
AI, Machine Learning & Data Science Peer reviewed articles Federated Learning and Meta-Learning: Approaches, Applications, and Directions https://doi.org/10.1109/COMST.2023.3330910
AI, Machine Learning & Data Science Peer reviewed articles TENET: a new hybrid network architecture for adversarial defense https://doi.org/10.1007/s10207-023-00675-1
Computer Vision, 3D Modeling & Rendering Peer reviewed articles Goal-Oriented Semantic Communications for Avatar-Centric Augmented Reality https://doi.org/10.1109/TCOMM.2024.3420708
Cybersecurity, Privacy & Blockchain Conference proceedings Threat Modeling of AI-as-a-Service Framework https://doi.org/10.1109/WIMOB61911.2024.10770432
Cybersecurity, Privacy & Blockchain Conference proceedings Deep Reinforcement Learning-Based Adversarial Defense in Vehicular Communication Systems https://doi.org/10.1109/ICC51166.2024.10622762
Extended Reality (VR/AR/MR) & HCI Conference proceedings Task-oriented and Semantics-aware Communications for Augmented Reality https://doi.org/10.1109/GLOBECOM54140.2023.10437075
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Enhancing Cloud-Native Resource Allocation with Probabilistic Forecasting Techniques in O-RAN https://doi.org/10.1109/EUCNC/6GSUMMIT60053.2024.10597068
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Asynchronous Federated Learning via Over-the-Air Computation https://doi.org/10.1109/GLOBECOM54140.2023.10437951
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things https://doi.org/10.1109/GLOBECOM54140.2023.10437954
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Optimization of Distinct Time-Series Neural Architectures for Cloud-Edge Workload Prediction https://doi.org/10.1109/ICMLCN64995.2025.11140432
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations https://doi.org/10.1109/GLOBECOM54140.2023.10437657
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Edge4AI: Enabling intelligent edge automation and AI lifecycle management for Beyond 5G networks https://doi.org/10.5281/ZENODO.15878533
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Deep Neural Network Model for Dynamic Functional Split Management in Beyond 5G https://doi.org/10.1109/ICMLCN64995.2025.11140468
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Joint UPF and Application Placement in Multi-Slice Edge Networks: A Reinforcement Learning Strategy https://doi.org/10.1109/WCNC61545.2025.10978828
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Digital Twin as a Service for 6G Radio Access Networks: Functional Model and Key Challenges https://doi.org/10.1109/ICT65093.2025.11046305
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Advancing Orchestration: Leveraging Distance Functions to Meet Application Intents https://doi.org/10.1109/UCC63386.2024.00020
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings 5G/6G Technology Capabilities Designed for Secure Edge Network: Smart City Use Cases of Turkcell https://doi.org/10.1109/BCCA62388.2024.10844409
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Advanced Edge Computing Architecture for AI-Driven Automation and Slicing in Beyond 5G https://doi.org/10.1109/UCC63386.2024.00052
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Joint Model Pruning and Resource Allocation for Wireless Time-triggered Federated Learning https://doi.org/10.1109/GLOBECOM52923.2024.10901166
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Low Layer Functional Split Management in 5G and Beyond: Architecture and Self-adaptation https://doi.org/10.1109/ISWCS61526.2024.10639176
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Towards Trustworthy Reinforcement Learning-based Resource Management in Beyond 5G https://doi.org/10.1109/EuCNC/6GSummit60053.2024.10597001
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings On the Impact of PRB Load Uncertainty Forecasting for Sustainable Open RAN https://doi.org/10.1109/PIMRC59610.2024.10817286
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Resource Optimization for Tail-Based Control in Wireless Networked Control Systems https://doi.org/10.1109/PIMRC59610.2024.10817284
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Micro-Orchestration of RAN Functions Accelerated in FPGA SoC Devices https://doi.org/10.1109/6GNET63182.2024.10765691
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings ReLVaaS: Verification-as-a-Service to Analyze Trustworthiness of RL-based Solutions in 6G Networks https://doi.org/10.1109/COMSNETS63942.2025.10885660
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings An Evolutionary Edge Computing Architecture for Beyond 5G Era https://doi.org/10.1109/CAMAD59638.2023.10478426
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings AI-Powered Edge Computing Evolution for Beyond 5G Communication Networks https://doi.org/10.1109/EuCNC/6GSummit58263.2023.10188371
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Sample-Efficient Blockage Prediction and Handover Using Causal Reinforcement Learning https://doi.org/10.1109/CONECCT62155.2024.10677092
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings XAI-driven Model Design for Resource Utilization Forecasting in Cloud-native 6G Networks https://doi.org/10.1109/MeditCom61057.2024.10621360
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Causal Policy Gradient for End-to-End Communication Systems https://doi.org/10.1109/COMSNETS59351.2024.10426936
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings The Use Case of Beyond-5G and Edge Computing for XR-driven Collaborative Design https://doi.org/10.5281/ZENODO.14712404
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Expanding Edge Computing deeper into Beyond 5G Radio Access Networks https://doi.org/10.1109/NetSoft57336.2023.10175479
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings Wireless Time-Triggered Federated Learning with Adaptive Local Training Optimization https://doi.org/10.1109/INFOCOMWKSHPS57453.2023.10226087
Networks, Cloud & Telecommunications (5G/6G) Conference proceedings On the use of Probabilistic Forecasting for Network Analysis in Open RAN https://doi.org/10.1109/MeditCom58224.2023.10266607
Networks, Cloud & Telecommunications (5G/6G) Other European Vision for the 6G Network Ecosystem https://doi.org/10.5281/ZENODO.14230482
Networks, Cloud & Telecommunications (5G/6G) Other Network & Service Management Advancements - Key frameworks and Interfaces towards open, Intelligent and reliable 6G networks https://doi.org/10.5281/ZENODO.15011613
Networks, Cloud & Telecommunications (5G/6G) Other Sustainability in SNS JU Projects - Targets, Methodologies, Trade-offs and Implementation Considerations Towards 6G Systems https://doi.org/10.5281/ZENODO.15555292
Networks, Cloud & Telecommunications (5G/6G) Other Emerging 5G and Beyond Ecosystem Business Models https://doi.org/10.5281/ZENODO.14756404
Networks, Cloud & Telecommunications (5G/6G) Other Towards 6G Architecture: Key Concepts, Challenges, and Building Blocks https://doi.org/10.5281/ZENODO.15001377
Networks, Cloud & Telecommunications (5G/6G) Other Network & Service Management Advancements - Key frameworks and Interfaces towards open, Intelligent and reliable 6G networks https://doi.org/10.5281/ZENODO.14234898
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles Relay-empowered beyond 5G radio access networks with edge computing capabilities https://doi.org/10.1016/J.COMNET.2024.110287
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles On Exploiting User Equipment Relaying Capabilities in Beyond 5G Networks: Opportunities, Challenges, and Road Map https://doi.org/10.1109/MVT.2024.3477848
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles Agile FPGA Computing at the 5G Edge: Joint Management of Accelerated and Software Functions for Open Radio Access Technologies https://doi.org/10.3390/electronics13040701
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles An Edge-Enabled Wireless Split Learning Testbed: Design and Implementation https://doi.org/10.1109/LCOMM.2024.3390843
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles Security of AI-Driven Beam Selection for Distributed MIMO in an Adversarial Setting https://doi.org/10.1109/ACCESS.2024.3378263
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles A New Methodology for User Equipment Trajectory Prediction in Cellular Networks https://doi.org/10.1109/TVT.2024.3388554
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles Deep Learning-based Algorithm for Optimizing Relay User Equipment Activation in 5G Cellular Networks https://doi.org/10.1109/TVT.2023.3328057
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles On the Design of a Network Digital Twin for the Radio Access Network in 5G and Beyond https://doi.org/10.3390/s23031197
Networks, Cloud & Telecommunications (5G/6G) Peer reviewed articles A Tutorial on the Characterisation and Modelling of Low Layer Functional Splits for Flexible Radio Access Networks in 5G and Beyond https://doi.org/10.1109/COMST.2023.3296821

Technological assets

Title Type of Asset Link / DOI Description
Space and Time User Distribution in a University Campus Dataset https://doi.org/10.1016/J.COMNET.2024.110329 Measurement dataset containing spatiotemporal distributions of users.
Edge4AI Software Framework https://doi.org/10.5281/ZENODO.15878533 A framework enabling intelligent edge automation and AI lifecycle management for Beyond 5G networks.
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