Distributed Artificial Intelligence-driven open and programmable architecture for 6G networks

Project Information

ADROIT6G

Grant agreement ID: 101095363

DOI 10.3030/101095363

EC signature date 15 November 2022

Start date 1 January 2023

End date 31 December 2025

Funded under

• Digital, Industry and Space

Total cost € 6 385 437,50

EU contribution € 5 999 998,75

Coordinated by

ATHINA-EREVNITIKO KENTRO KAINOTOMIAS STIS TECHNOLOGIES TIS PLIROFORIAS, TON EPIKOINONION KAI TIS GNOSIS
Greece

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (14)

Edge-device collaborative computing for multi-view classification

Author(s): Marco Palena, Tania Cerquitelli, Carla Fabiana Chiasserini
Published in: Computer Networks, Issue 254, 2024, ISSN 1389-1286
Publisher: Elsevier BV
DOI: 10.1016/j.comnet.2024.110823

Multi-Modal Latent Diffusion

Author(s): BB. Mustapha, G. Franzese, and P. Michiardi
Published in: MDPI Entropy, 2024, ISSN 2078-2489
Publisher: MDPI
DOI: 10.3390/e26040320

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Author(s): A. Ghalkha, C. B. Issaid, A. Elgabli and M. Bennis
Published in: IEEE Transactions on Machine Learning in Communications and Networking, 2024, ISSN 2831-316X
Publisher: IEEE
DOI: 10.1109/TMLCN.2024.3400756

Quantized FedPD (QFedPD): Beyond Conventional Wisdom The Energy Benefits of Frequent Communication

Author(s): Anis Elgabli, Chaouki Ben Issaid, Mohamed Badi, Mehdi Bennis
Published in: IEEE Internet of Things Journal, 2024, ISSN 2327-4662
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JIOT.2024.3464239

SEM-O-RAN: Semantic O-RAN Slicing for Mobile Edge Offloading of Computer Vision Tasks

Author(s): C. Puligheddu, J. Ashdown, C. F. Chiasserini, F. Restuccia
Published in: IEEE Transactions on Mobile Computing, 2024, ISSN 1536-1233
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TMC.2023.3339056

Intelligent QoS-aware Slice Resource Allocation with User Association Parameterization for Beyond 5G O-RAN-based Architecture Using DRL

Author(s): Suvidha Mhatre, Ferran Adelantado, Kostas Ramantas, Christos Verikoukis
Published in: IEEE Transactions on Vehicular Technology, 2024, ISSN 0018-9545
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2024.3483288

A Novel Deep Hierarchical Machine Learning Approach for Identification of Known and Unknown Multiple Security Attacks in a D2D Communications Network

Author(s): S. Rani, I. I. Ioannou, P. Nagaradjan, C. Christophorou, V. Vassiliou, H. Yarramsetti, S. Shridhar, L. Mukund Balaji, A. Pitsillides.
Published in: IEEE Access, 2023, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2023.3308036

Content-Aware Network Traffic Prediction Framework for Quality of Service-Aware Dynamic Network Resource Management

Author(s): W. A. Aziz, I. I. Ioannou, M. Lestas, H. K. Qureshi, A. Iqbal and V. Vassiliou
Published in: IEEE Access, 2023, ISSN 1536-1233
Publisher: IEE
DOI: 10.1109/ACCESS.2023.3309002

Fair and Scalable Orchestration of Network and Compute Resources for Virtual Edge Services

Author(s): S. Tripathi, C. Puligheddu,  S. Pramanik, A. Garcia-Saavedra, C. F. Chiasserini
Published in: IEEE Transactions on Mobile Computing, 2024, ISSN 1536-1233
Publisher: IEEE
DOI: 10.1109/TMC.2023.3254999

AI/ML-aided capacity maximization strategies for URLLC in 5G/6G wireless systems: A survey

Author(s): R. B. Shaik, P. Nagaradjane, I. Ioannou, V. Sittakul, V. Vasiliou, A. Pitsillides.
Published in: Computer Networks, 2024, ISSN 1389-1286
Publisher: Elsevier
DOI: 10.1016/j.comnet.2024.110506

DeepRISBeam: Deep Learning-based RIS Beam Management for Radio Channel Optimization

Author(s): I. Ioannou, M. Raspopoulos, P. Nagaradjane, C. Christophorou, W. A. Aziz, V. Vassiliou, A. Pitsillides.
Published in: IEEE Access, 2024, ISSN 2169-3536
Publisher: IEE
DOI: 10.1109/ACCESS.2024.3411929

Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-Case

Author(s): S. Roy, H. Chergui, C. Verikoukis
Published in: IEEE Transactions on Vehicular Technology, 2024, ISSN 0018-9545
Publisher: IEEE
DOI: 10.48550/arXiv.2307.12903

BayGO: Decentralized Bayesian Learning and Information-Aware Graph Optimization Framework

Author(s): T. AlShammari, C. Weeraddana and M. Bennis,
Published in: IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2024, ISSN 1536-1233
Publisher: IEEE
DOI: 10.1109/TSP.2024.3387277

Digital Twin and Meta RL Empowered Fast-Adaptation of Joint User Scheduling and Task Offloading for Mobile Industrial IoT

Author(s): H. Xu, J. Wu, Q. Pan, X.Liu, C. Verikoukis
Published in: IEEE Journal on Selected Areas in Communications, 2023, ISSN 1536-1233
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSAC.2023.3310081

Conference proceedings (19)

Balancing Energy Efficiency and Distributional Robustness in Over-the-Air Federated Learning

Author(s): M. Badi, C. Ben Issaid, A. Elgabli, M. Bennis
Published in: 2024 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), 2024, ISBN 979-8-3503-4319-9
Publisher: IEEE
DOI: 10.1109/ICMLCN59089.2024.10624815

Joint Explainability and Sensitivity-Aware Federated Deep Learning for Transparent 6G RAN Slicing

Author(s): S. Roy; F. Rezazadeh; H. Chergui; C. Verikoukis
Published in: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Publisher: IEEE
DOI: 10.1109/ICC45041.2023.10279790

ML-Aided Dynamic Clustering and Classification of UEs as VBs in D2D Communication Networks

Author(s): I. Ioannou, P. Nagaradjane, A. Khalifeh, C. Christophorou, V. Vassiliou, G. V. S. Sashank, C. Jain, A. Pitsillides
Published in: 2023 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2023, ISBN 979-8-3503-0045-1
Publisher: IEEE
DOI: 10.1109/WiSPNET57748.2023.10134336

Deep Learning-Aided Channel Estimation for Large Scale Fading Decoding in Massive MIMO Systems

Author(s): Iacovos Ioannou, Prabagarane Nagaradjane, Ala' Khalifeh, R Dhivyaharshini, A Harini, Vasos Vassiliou
Published in: 2024 IEEE 30th International Conference on Telecommunications (ICT), 2024
Publisher: IEEE
DOI: 10.1109/ICT62760.2024.10606029

Revolutionising IoT Network Security By Assessing ML Localisation Techniques Against Jamming Attacks

Author(s): Iacovos Ioannou, Michael Savva, Marios Raspopoulos, Christophoros Christophorou, Vasos Vassiliou
Published in: 2024 22nd Mediterranean Communication and Computer Networking Conference (MedComNet), 2024
Publisher: IEEE
DOI: 10.1109/MedComNet62012.2024.10578201

Communication-Efficient Second-Order Newton-Type Approach for Decentralized Learning

Author(s): M. Krouka, A. Elgabli, C. B. Issaid and M. Bennis
Published in: 2023 IEEE Wireless Communications and Networking Conference (WCNC), 2023, ISSN 1558-2612
Publisher: IEEE
DOI: 10.1109/WCNC55385.2023.10118646

ADROIT6G DAI-driven Open and Programmable Architecture for 6G Networks

Author(s): C. Christophorou, I. Ioannou, V. Vassiliou, L. Christofi, J. S. Vardakas, E. E. Seder, C. F. Chiasserini, M. Iordache, C. Ben Issaid, I. Markopoulos, G. Franzese, T. Järvet, C. Verikoukis
Published in: 2023 IEEE Globecom Workshops (GC Wkshps), 2024, ISBN 979-8-3503-7021-8
Publisher: IEEE

6G Initial Developments for Flagship Applications Experiments

Author(s): CristC. Patachia; R. Mihai; M. Iordache
Published in: 2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI), 2023, ISBN 979-8-3503-2138-8
Publisher: IEEE
DOI: 10.1109/ECAI58194.2023.10194117

Performance Evaluation of Machine Learning Cluster Metrics for Mobile Network Augmentation

Author(s): I. Ioannou, C. Christophorou, P. Nagaradjane, V. Vassiliou.
Published in: 2024 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2024, ISBN 979-8-3503-5084-5
Publisher: IEEE
DOI: 10.1109/WiSPNET61464.2024.10532825

Evaluating Localization Algorithms in IoT Networks Under Jamming Attacks

Author(s): Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Published in: 2024 IFIP Networking Conference (IFIP Networking), 2024
Publisher: IEEE
DOI: 10.23919/IFIPNetworking62109.2024.10619065

Detecting multiple jammers using Fuzzy-Logic Intrusion Detection System (FLIDS)

Author(s): Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Published in: 2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2024
Publisher: IEEE
DOI: 10.1109/DCOSS-IoT61029.2024.00062

Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things

Author(s): S. Mostafa, M. P. Mota, A.Valcarce, and M. Bennis
Published in: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023, ISSN 2576-6813
Publisher: ΙΕΕΕ
DOI: 10.1109/GLOBECOM54140.2023.10437954

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Author(s): A. Ghalkha, C.Ben Issaid, A. Elgabli, and M. Bennis
Published in: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Publisher: IEEE
DOI: 10.1109/ICC45041.2023.10278721

Enhancing Edge Caching Efficiency: Leveraging Social and Context-Aware Popularity Rank Prediction via Transfer Learning

Author(s): Waqar Ali Aziz, Iacovos Ioannou, Marios Lestas, Vasos Vassiliou
Published in: 2024 IEEE 30th International Conference on Telecommunications (ICT), 2024
Publisher: IEEE
DOI: 10.1109/ICT62760.2024.10606023

Location-enabled IoT (LE-IoT): Indoor Localization for IoT Environments using Machine Learning

Author(s): Tanveer Ahmad, Xue Jun Li, Muhammad Ashfaq, Michalis Savva, Iacovos Ioannou, Vasos Vassiliou
Published in: 2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2024
Publisher: IEEE
DOI: 10.1109/DCOSS-IoT61029.2024.00065

Machine Learning Performance at the Edge: When to Offload an Inference Task

Author(s): O. Chukhno, G. Singh, C. Campolo, A. Molinaro, C. F. Chiasserini
Published in: NET4us '23: Proceedings of the 2nd Workshop on Networked Sensing Systems for a Sustainable Society, 2023, ISBN 9798400703652
Publisher: Association for Computing Machinery
DOI: 10.1145/3615991.3616403

Fed-Sophia: A Communication-Efficient Second-Order Federated Learning Algorithm

Author(s): A. Elbakary, C. Ben Issaid, M. Shehab, K. Seddik, T. ElBatt, M. Bennis
Published in: 2024 IEEE International Conference on Communications, 2024, ISSN 1938-1883
Publisher: IEEE
DOI: 10.1109/ICC51166.2024.10622862

Dual-Step Transfer Learning-Based Prediction Model for Next-Generation Intelligent Cellular Networks

Author(s): W. A. Aziz, I. Ioannou, M. Lestas, V. Vassiliou
Published in: 2023 IEEE International Conference on Communications Workshops (ICC Workshops), 2023, ISSN 2694-2941, ISBN 979-8-3503-0045-1
Publisher: IEEE
DOI: 10.1109/ICCWorkshops57953.2023.10283745

Towards Accelerating the Network Performance on DPUs by optimising the P4 runtime

Author(s): D. Iliadis-Apostolidis, K. Manaa, M. Kadosh, I. Ioannou, V. Vassiliou, S. Kosta, J. J. Vegas Olmosa; Matty Kadosh; Iacovos Ioannou; Vasos Vassiliou; Sokol Kosta; Juan Jose Vegas Olmos
Published in: 2024 32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), 2024, ISSN 2377-5750
Publisher: IEEE
DOI: 10.1109/PDP62718.2024.00040