SmaRt, AutOmated, and ReliaBle SecUrity Service PlaTform for 6G

Leistungen

The document provides a report on the state of the art to identify the current mechanisms available to enable Zero-touch automation and how to use it to implement the concept of Security-as-a-Service (SaaS). Functional design ROBUST-6G security management mechanism with focus on security orchestration, flexible monitoring, and threat detection and notification. Available early implementation of the modules and interfaces with physical layer and AI/ML services will be also reported.

Use Cases, Requirements, ROBUST-6G Initial Architecture and Initial ROBUST-6G Dataspace

A document detailing the use cases proposed in the scope of the project, along with their technical and business requirements, and the initial release of the ROBUST-6G architecture and the ROBUST-6G dataspace, aligned with the availability of the dataspace software. The document will feed WP6 with definition of use cases and will provide requirements for the implementation of cyber threat capabilities in WP3, WP4, and WP5.

6G Threat Analysis Report

A document that will include: i) a review on the state of the art on existing solutions for threat detection and protection; and ii) an analysis of the characterization of security threats tin 6G networks. This document will serve as basis for the design of cyber threat capabilities implemented in WP3, WP4, and WP5.

Threat Assessment and Prevention Report

The assessment of the threats presented in D2.1, specifically related to the AI-security threats, will be assessed in this deliverable, and AI-driven 6G security solutions and their prevention mechanisms will be presented aligning with the presented assessment.

Veröffentlichungen

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Veröffentlicht in: 2024 IEEE 99th Vehicular Technology Conference (VTC2024-Spring), 2024
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Veröffentlicht in: 2024 IEEE Middle East Conference on Communications and Networking (MECOM), 2024
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DOI: 10.1109/MECOM61498.2024.10880963

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Autoren: Bartlomiej Siniarski, Chamara Sandeepa, Shen Wang, Madhusaska Liyanage, Cem Ayyildiz, Veli Can Yildirim, Hakan Alakoca, Fatma Günes Kesik, Betül Güvenç Paltun, Giovanni Perin, Michele Rossi, Stefano Tomasin, Arsenia Chorti, Pietro G. Giardina, Alberto García Pércz, José María Jorquera Valero, Tommy Svensson, Nikolaos Pappas, Marios Kountouris
Veröffentlicht in: 2024 Fifteenth International Conference on Ubiquitous and Future Networks (ICUFN), 2024
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DOI: 10.1109/ICUFN61752.2024.10624832

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SHERPA: Explainable Robust Algorithms for Privacy-Preserved Federated Learning in Future Networks to Defend Against Data Poisoning Attacks

Autoren: Chamara Sandeepa, Bartlomiej Siniarski, Shen Wang, Madhusanka Liyanage
Veröffentlicht in: 2024 IEEE Symposium on Security and Privacy (SP), 2024
Herausgeber: IEEE
DOI: 10.1109/SP54263.2024.00271

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Veröffentlicht in: 2024 IEEE International Conference on Communications Workshops (ICC Workshops), 2024
Herausgeber: IEEE
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Autoren: Bac Trinh-Nguyen, Sara Berri, Sin G. Teo, Tram Truong-Huu, Arsenia Chorti
Veröffentlicht in: Lecture Notes in Computer Science, Machine Learning for Networking, 2025
Herausgeber: Springer Nature Switzerland
DOI: 10.1007/978-3-032-00552-6_4

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Autoren: Laura Crosara, Anna V. Guglielmi, Nicola Laurenti, Stefano Tomasin
Veröffentlicht in: 2024 IEEE International Conference on Communications Workshops (ICC Workshops), 2024
Herausgeber: IEEE
DOI: 10.1109/ICCWorkshops59551.2024.10615572

Decentralized LLM Inference over Edge Networks with Energy Harvesting

Autoren: Khoshsirat, Aria; Perin, Giovanni; Rossi, Michele
Veröffentlicht in: 2024
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DOI: 10.5281/ZENODO.13384764

Image-Based Frequency-Domain Analysis for Robust DDoS Detection in SDN

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Veröffentlicht in: 2024 IEEE Middle East Conference on Communications and Networking (MECOM), 2024
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Veröffentlicht in: 2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2025
Herausgeber: IEEE
DOI: 10.1109/PIMRC62392.2025.11274964

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Veröffentlicht in: 2025 33rd Signal Processing and Communications Applications Conference (SIU), 2025
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DOI: 10.1109/SIU66497.2025.11111857

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Veröffentlicht in: 2024 Joint European Conference on Networks and Communications &amp; 6G Summit (EuCNC/6G Summit), 2024
Herausgeber: IEEE
DOI: 10.1109/EuCNC/6GSummit60053.2024.10597131

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DOI: 10.48550/ARXIV.2410.00785

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DOI: 10.1109/SIU66497.2025.11111812

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Secret Key Generation on Aerial Rician Fading Channels Against a Curious Receiver

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DOI: 10.1109/IGARSS53475.2024.10641865

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Autoren: Marco Ruta, Pietro Giuseppe Giardina, Giada Landi, Rosario G. Garroppo
Veröffentlicht in: 2024 IEEE 29th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD), 2025
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DOI: 10.1109/CAMAD62243.2024.10942818

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Veröffentlicht in: MOBIHOC '24: Proceedings of the Twenty-fifth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing, 2024
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Veröffentlicht in: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024
Herausgeber: IEEE
DOI: 10.1109/SPAWC60668.2024.10694335

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Autoren: Laura Crosara, Anna V. Guglielmi, Nicola Laurenti, Stefano Tomasin
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DOI: 10.1109/ICCWORKSHOPS59551.2024.10615572

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Veröffentlicht in: IEEE Open Journal of the Communications Society, 2025, ISSN 2644-125X
Herausgeber: IEEE
DOI: 10.1109/OJCOMS.2024.3513832

WHACK: Adversarial Beamforming in MU-MIMO Through Compressed Feedback Poisoning

Autoren: Francesca Meneghello 0001; Francesco Restuccia 0001; Michele Rossi
Veröffentlicht in: IEEE Transactions on Wireless Communications, 2024, ISSN 1558-2248
Herausgeber: IEEE
DOI: 10.1109/TWC.2024.3452438

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Herausgeber: MDPI
DOI: 10.3390/FI17050191

Detecting 5G Signal Jammers Using Spectrograms with Supervised and Unsupervised Learning

Autoren: Varotto, Matteo; Valentin, Stefan; Tomasin, Stefano
Veröffentlicht in: 2024 IEEE International Conference on Communications Workshops (ICC Workshops), 2024, ISSN 2164-7038
Herausgeber: Cornell University
DOI: 10.48550/ARXIV.2405.10331

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Autoren: Khoshsirat, Aria; Perin, Giovanni; Rossi, Michele
Veröffentlicht in: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, 2024, ISSN 2576-6813
Herausgeber: ZENODO
DOI: 10.5281/ZENODO.13384764

One-Class Classification as GLRT for Jamming Detection in Private 5G Networks

Autoren: Varotto, Matteo; Valentin, Stefan; Ardizzon, Francesco; Marzotto, Samuele; Tomasin, Stefano
Veröffentlicht in: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024, ISSN 1948-3252
Herausgeber: CORNELL UNIVERSITY
DOI: 10.48550/ARXIV.2405.09565

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Autoren: Junqing Zhang, Francesco Ardizzon, Mattia Piana, Guanxiong Shen, Stefano Tomasin
Veröffentlicht in: IEEE Transactions on Information Forensics and Security, Ausgabe 20, 2025, ISSN 1556-6013
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIFS.2025.3570118

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Autoren: Eunjeong Jeong; Marios Kountouris
Veröffentlicht in: IEEE Open Journal of the Communications Society, 2025, ISSN 2644-125X
Herausgeber: IEEE
DOI: 10.1109/OJCOMS.2025.3574098

Analysis of Challenge-Response Authentication With Reconfigurable Intelligent Surfaces

Autoren: Stefano Tomasin, Tarek N. M. M. Elwakeel, Anna Valeria Guglielmi, Robin Maes, Nele Noels, Marc Moeneclaey
Veröffentlicht in: IEEE Transactions on Information Forensics and Security, Ausgabe 19, 2024, ISSN 1556-6013
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIFS.2024.3471185

Challenge-Response to Authenticate Drone Communications: A Game Theoretic Approach

Autoren: Mattia Piana; Francesco Ardizzon; Stefano Tomasin
Veröffentlicht in: IEEE Transactions on Information Forensics and Security, 2025, ISSN 1556-6021
Herausgeber: IEEE
DOI: 10.48550/ARXIV.2410.00785

Challenge-Response to Authenticate Drone Communications: A Game Theoretic Approach

Autoren: Mattia Piana, Francesco Ardizzon, Stefano Tomasin
Veröffentlicht in: IEEE Transactions on Information Forensics and Security, Ausgabe 20, 2025, ISSN 1556-6013
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIFS.2025.3566534

Explainable AI for 6G Use Cases: Technical Aspects and Research Challenges

Autoren: Shen Wang, M. Atif Qureshi, Luis Miralles-Pechuán, Thien Huynh-The, Thippa Reddy Gadekallu, Madhusanka Liyanage
Veröffentlicht in: IEEE Open Journal of the Communications Society, Ausgabe 5, 2024, ISSN 2644-125X
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/OJCOMS.2024.3386872

On the Cost of Consecutive Estimation Error: Significance-Aware Non-Linear Aging

Autoren: Jiping Luo; Nikolaos Pappas
Veröffentlicht in: IEEE Transactions on Information Theory, 2025, ISSN 1557-9654
Herausgeber: CORNELL UNIVERSITY
DOI: 10.48550/ARXIV.2410.03637

VREM-FL: mobility-aware computation-scheduling co-design for vehicular federated learning

Autoren: Ballotta, Luca; Dal Fabbro, Nicolò; Perin, Giovanni; Schenato, Luca; Rossi, Michele; Piro, Giuseppe
Veröffentlicht in: IEEE Transactions on Vehicular Technology, Ausgabe Volume: 74, Ausgabe: 2, February 2025, 2024, ISSN 1939-9359
Herausgeber: IEEE
DOI: 10.1109/TVT.2024.3479780

Secret Key Generation on Aerial Rician Fading Channels Against a Curious Receiver

Autoren: Mattia Piana; Stefano Tomasin
Veröffentlicht in: 2025 IEEE 26th International Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC), 2025, ISSN 1948-3252
Herausgeber: CORNELL UNIVERSITY
DOI: 10.48550/ARXIV.2512.04756

IEEE Network

Autoren: Xianfu Chen; Celimuge Wu; Yi Shen; Yusheng Ji; Tsutomu Yoshinaga; Qiang Ni; Charilaos C. Zarakovitis; Honggang Zhang 0001
Veröffentlicht in: IEEE Network, 2025, ISSN 0890-8044
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.48550/ARXIV.2407.06227

SHERPA: Explainable Robust Algorithms for Privacy-Preserved Federated Learning in Future Networks to Defend Against Data Poisoning Attacks

Autoren: Chamara Sandeepa; Bartlomiej Siniarski; Shen Wang 0006; Madhusanka Liyanage
Veröffentlicht in: 2024 IEEE Symposium on Security and Privacy (SP), 2024, ISSN 1081-6011
Herausgeber: IEEE
DOI: 10.1109/SP54263.2024.00271

Semantics-Aware Active Fault Detection in Status Updating Systems

Autoren: George Stamatakis; Nikolaos Pappas; Alexandros Fragkiadakis; Nikolaos Petroulakis; Apostolos Traganitis
Veröffentlicht in: IEEE Open Journal of the Communications Society, Vol 5, Pp 1182-1196 (2024), 2024, ISSN 2644-125X
Herausgeber: IEEE
DOI: 10.1109/ojcoms.2024.3363731

Innovative Approaches for 6G Security: Challenges, Solutions, and Impact

Autoren: Pérez Palma, Noelia; Skarmeta Gómez, Antonio; Bisson, Pascal
Veröffentlicht in: 2025
Herausgeber: N/A
DOI: 10.5281/ZENODO.14619619

AI/ML as a Key Enabler of 6G Networks: Methodology, Approach and AI-Mechanisms in SNS JU

Autoren: Trichias, Konstantinos; Christopoulou, Maria; Porambage, Pawani; Benzaid, Chafika; Vassiliou, Vasos; Artuñedo Guillén, David; Tsolkas, Dimitris; Avgeris, Marios; Papagianni, Chrysa; Jain, Akshay; Kilper, Daniel; Chen, Tao
Veröffentlicht in: 2025
Herausgeber: N/A
DOI: 10.5281/ZENODO.14623109

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