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

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Security Automation for 6G

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.

ROBUST-6G AI/ML Driven Zero-Touch Security Management Platform Final Prototype

Report on the final prototype of the ROBUST-6G AI/ML Driven Zero-Touch Security Management.

Initial Report on ROBUST-6G Trustworthy and Sustainable AI Architecture and Requirements for Integrating Selected XAI Measures

Describing the proposed trustworthy and sustainable AI architecture/framework for securing AI/ML training and execution in 6G networks, along with techniques to ensure energy-efficiency, and a set of guidelines and specifications to utilize XAI measures.

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.

Use Case Validation Plan and Testbed Design

This deliverable involves the development of a use case validation plan and testbed design for the ROBUST-6G project. The plan will outline the specific use cases that will be used to validate the project’s innovations, while the testbed design will specify the technical infrastructure and tools that will be required for the validation process.

Final Report on ROBUST-6G Trustworthy and Sustainable AI Architecture and Requirements for Integrating Selected XAI measures

Analysis document on the feasibility and the resilience of the proposed and prototyped security measures in terms of their impact on the accuracy of the AI processes and sustainability of 6G through the implemented XAI means, and a set of requirements for conductingXAI integration feasibility.

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.

ROBUST-6G AI/ML Driven Zero-Touch Security Management Platform Consolidated Design

Extended SW design of ROBUST-6G security management mechanism that focuses on AI/ML based threat mitigation and efficient resource management. The new design will be the results of the feedback collected during the implementation activities and the integrations performed in T6.2. Advancements in the implementations will be also reported.

Final ROBUST-6G Architecture and ROBUST-6G Dataspace

A document containing the final release of the ROBUST-6G architecture and the description of its final dataspace release. This document will provide feedback for the final implementations carried out inWP3, WP4, and WP5.

Intermediate Validation Results

This deliverable involves presenting intermediate validation results of the ROBUST-6G project. These results will be based on the use case validation plan described in D6.1 and will demonstrate the progress made towards validating the project innovations through the use case scenarios. The results will be used to refine the project technologies and to provide feedback to WP3, WP4, and WP5.

Prototype Validation of ROBUST-6G Components

This deliverable describes the prototype validation of all ROBUST-6G components. The prototypes will be developed based on the project research and development efforts and will be tested in a real-world environment (partner testbeds). The validation process will demonstrate the effectiveness of the ROBUST-6G components and theirability to address the challenges of robust cybersecurity and decentralized federated learning in 6G networks.

ROBUST-6G Trustworthy and Sustainable AI Prototype

A document describing the specifications of the mechanisms and technologies employed for developing the trustworthy and sustainable AI-driven security functionalities introduced in this WP.

Release of Physical Layer Security Challenges

Breaking completely new ground, in this project we will release security challenges for PLS schemes, a practice that is customary in the cryptographic community but has never been used in our community. We will reveal adversarial observations in given experiments, e.g., for dMIMO, SKG and location-based authentication and we will askresearchers to “break” the security of the proposed schemes. In a more targeted manner, we will release these challenges through active SNS STREAM-D projects

Library of Known PHY Attacks and PLS Dataset

The generated dataset will contain RF fingerprints of attacks investigated in T5.1, collected from all partners, to be used in joint investigations between partners. It will also serve as a reference for PLS researchers experimenting with different solutions.

Veröffentlichungen

Beyond Post-Hoc: A SHAP-Based Feature Selection Framework for High-Accuracy, Class-Aware Intrusion Detection

Autoren: Farah Abed Zadeh, Bartlomiej Siniarski, Shen Wang, Madhusanka Liyanage
Herausgeber: IEEE

A Comparative Study of DDoS Attack Detection in Traditional Networks and SDN Using Time and Frequency Domain Features

Autoren: Esra Aksoy, Ramin Fadaei Fouladi, Behçet Uğur Töreyin
Veröffentlicht in: 2025 Innovations in Intelligent Systems and Applications Conference (ASYU), 2025
Herausgeber: IEEE
DOI: 10.1109/ASYU67174.2025.11208349

Data-Efficient Domain Adaptation for Receiver-Invariant Radio Frequency Fingerprinting Identification

Autoren: Cem Ayyıldız, Fatih Emre Yıldız, Barış Ethem Süzek
Veröffentlicht in: 2026 Joint European Conference on Networks and Communications &amp; 6G Summit (EuCNC/6G Summit), 2026
Herausgeber: IEEE
DOI: 10.1109/EUCNC/6GSUMMIT68295.2026.11577304

Version Age-Based Client Scheduling Policy for Federated Learning

Autoren: Xinyi Hu, Nikolaos Pappas, Howard H. Yang
Veröffentlicht in: 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), 2024
Herausgeber: IEEE
DOI: 10.1109/ICASSPW62465.2024.10626990

MLN' 24

Autoren: Bac Trinh-Nguyen, Sara Berri, Sin G. Teo, Tram Truong-Huu, Arsenia Chorti
Veröffentlicht in: Lecture Notes in Computer Science (LNCS), 2024
Herausgeber: Springer

Physical Layer Authentication Using Information Reconciliation

Autoren: Atsu Kokuvi Angélo Passah, Rodrigo C. De Lamare, Arsenia Chorti
Veröffentlicht in: 2024 IEEE 99th Vehicular Technology Conference (VTC2024-Spring), 2024
Herausgeber: IEEE
DOI: 10.1109/VTC2024-Spring62846.2024.10683567

A Novel Method to Mitigate Adversarial Attacks Against AI-as-a-Service Functionality

Autoren: Ömer Faruk Tuna, Leyli Karaçay, Utku Gülen
Veröffentlicht in: 2024 IEEE Middle East Conference on Communications and Networking (MECOM), 2024
Herausgeber: IEEE
DOI: 10.1109/MECOM61498.2024.10880963

ROBUST-6G: Smart, Automated, and Reliable Security Service Platform for 6G

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
Herausgeber: IEEE
DOI: 10.1109/ICUFN61752.2024.10624832

Secret Key Generation Rates for Line of Sight Multipath Channels in the Prescence of Eavesdroppers

Autoren: Amitha Mayya, Arsenia Chorti, Rafael F. Schaefer, Gerhard P. Fettweis
Veröffentlicht in: 27th InternationalWorkshop on Smart Antennas, 2024
Herausgeber: IEEE
DOI: 10.48550/ARXIV.2404.16481

Security Analysis of RIS-Assisted Physical-Layer Authentication Over Multipath Channels

Autoren: Linda Senigagliesi, Anna V. Guglielmi, Marco Baldi, and Stefano Tomasin
Herausgeber: IEEE INTERNATIONAL WORKSHOP ON INFORMATION FORENSICS AND SECURITY (WIFS2025)

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

Physical-Layer Challenge-Response Authentication with IRS and Single-Antenna Devices

Autoren: Anna V. Guglielmi, Laura Crosara, Stefano Tomasin, Nicola Laurenti
Veröffentlicht in: 2024 IEEE International Conference on Communications Workshops (ICC Workshops), 2024
Herausgeber: IEEE
DOI: 10.1109/ICCWorkshops59551.2024.10615677

A Framework for Global Trust and Reputation Management in 6G Networks

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

Divergence-Minimizing Attack Against Challenge-Response Authentication with IRSs

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
Herausgeber: IEEE
DOI: 10.5281/ZENODO.13384764

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

Autoren: Ramin Fuladi, Bilal Cicek
Veröffentlicht in: 2025 IEEE 11th International Conference on Network Softwarization (NetSoft), 2025
Herausgeber: IEEE
DOI: 10.1109/NETSOFT64993.2025.11080612

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning

Autoren: Pedro Miguel Sánchez Sánchez, Enrique Tomás Martínez Beltrán, Chao Feng, Gérôme Bovet, Gregorio Martínez Pérez, Alberto Huertas Celdrán
Herausgeber: International Joint Conference on Neural Networks (IJCNN)

A Novel Method to Mitigate Adversarial Attacks Against AI-as-a-Service Functionality

Autoren: Tuna, Ömer Faruk; Karaçay, Leyli; Gülen, Utku
Veröffentlicht in: 2024 IEEE Middle East Conference on Communications and Networking (MECOM), 2024
DOI: 10.1109/MECOM61498.2024.10880963

Secure Status Updates under Eavesdropping: Age of Information-based Secrecy Metrics

Autoren: Qian Wang, He Chen, Parthajit Mohapatra, Nikolaos Pappas
Veröffentlicht in: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2024
Herausgeber: IEEE
DOI: 10.1109/INFOCOMWKSHPS61880.2024.10620867

From Insight to Action: XAI-Enhanced Detection of DDoS Attacks in Software Defined Networks

Autoren: Thulitha Senevirathna, Betül Güvenç Paltun, Ramin Fuladi, Shen Wang, Madhusanka Liyanage
Veröffentlicht in: 2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2025
Herausgeber: IEEE
DOI: 10.1109/PIMRC62392.2025.11274964

Radio Frequency Fingerprint-Based Classification Performance Analysis with ML Models in the Presence of Hardware Impairments

Autoren: Melike Akbulut, Bilal Çiçek, Ramin Fuladi
Veröffentlicht in: 2025 33rd Signal Processing and Communications Applications Conference (SIU), 2025
Herausgeber: IEEE
DOI: 10.1109/SIU66497.2025.11111857

Advancing Security for 6G Smart Networks and Services

Autoren: Madhusanka Liyanage, Pawani Porambage, Engin Zeydan, Thulitha Senavirathne, Yushan Siriwardhana, Awaneesh Kumar Yadav, Bartlomiej Siniarski
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

Energy-Based Optimization of Physical-Layer Challenge-Response Authentication with Drones

Autoren: Francesco Ardizzon, Damiano Salvaterra, Mattia Piana, and Stefano Tomasin
Veröffentlicht in: 2024
Herausgeber: IEEE
DOI: 10.48550/ARXIV.2410.00785

An Enhanced AI-driven Beam Selection Method for D-MIMO

Autoren: Bilal Çiçek, Ömer Faruk Tuna, Ömer Haliloğlu, Ramin Fuladi
Veröffentlicht in: 2025 33rd Signal Processing and Communications Applications Conference (SIU), 2025
Herausgeber: IEEE
DOI: 10.1109/SIU66497.2025.11111812

Aprendizaje Federado Descentralizado y Conciencia Situacional para el Reconocimiento Aéreo Militar Seguro y Resiliente

Autoren: Enrique Tomás Martínez Beltrán, Miguel Fernández Llamas, Anas Zine Boujemaoui, Gérôme Bovet, Gregorio Martínez Pérez, Alberto Huertas Celdrán
Herausgeber: X Cybersecurity Research National Conference (JNIC)

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

Autoren: Mattia Piana, Stefano Tomasin
Herausgeber: 2025 IEEE 26th International Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC)

A Latent Space Metric for Enhancing Prediction Confidence in Earth Observation Data

Autoren: I. Pitsiorlas, A. Tsantalidou, G. Arvanitakis, M. Kountouris, Ch. Kontoes
Veröffentlicht in: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024
Herausgeber: IEEE
DOI: 10.1109/IGARSS53475.2024.10641865

A Generalized Multi-Layer IDS for Smart Buildings

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
Herausgeber: IEEE
DOI: 10.1109/CAMAD62243.2024.10942818

Minimizing the Age of Missed and False Alarms in Remote Estimation of Markov Sources

Autoren: Jiping Luo and Nikolaos Pappas
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
Herausgeber: ACM
DOI: 10.1145/3641512.3690161

HyperDtct: Hypervisor-based Ransomware Detection using System Calls

Autoren: Jan von der Assen, Alberto Huertas Celdran, Jan Marc Luthi, Jose Maria Jorquera Valero, Francisco Enguix, Gerome Bovet, Burkhard Stiller
Veröffentlicht in: 2025
Herausgeber: 2025 IEEE International Conference on Cyber Security and Resilience (CSR)

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

Autoren: Matteo Varotto, Stefan Valentin, Francesco Ardizzon, Samuele Marzotto, Stefano Tomasin
Veröffentlicht in: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024
Herausgeber: IEEE
DOI: 10.1109/SPAWC60668.2024.10694335

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

Autoren: Matteo Varotto, Stefan Valentin, Stefano Tomasin
Veröffentlicht in: 2024 IEEE International Conference on Communications Workshops (ICC Workshops), 2024
Herausgeber: IEEE
DOI: 10.1109/ICCWorkshops59551.2024.10615325

Divergence-Minimizing Attack Against Challenge-Response Authentication with IRSs

Enhanced Multiuser CSI-Based Physical Layer Authentication Based on Information Reconciliation

Autoren: Atsu Kokuvi Angélo Passah; Arsenia Chorti; Rodrigo C. de Lamare
Veröffentlicht in: IEEE Wireless Communications Letters, 2024, ISSN 2162-2345
Herausgeber: IEEE
DOI: 10.1109/LWC.2024.3515840

A Survey on XAI for 5G and Beyond Security: Technical Aspects, Challenges and Research Directions

Autoren: Thulitha Senevirathna, Vinh Hoa La, Samuel Marchal, Bartlomiej Siniarski, Madhusanka Liyanage, Shen Wang
Veröffentlicht in: IEEE Communications Surveys & Tutorials, 2024, ISSN 1553-877X
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/COMST.2024.3437248

Federated Learning for 6G Networks: Navigating Privacy Benefits and Challenges

Autoren: Chamara Sandeepa; Engin Zeydan; Tharaka Samarasinghe; Madhusanka Liyanage
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

Trustworthy AI and Federated Learning for Intrusion Detection in 6G-Connected Smart Buildings

Autoren: Rosario G. Garroppo; Pietro Giuseppe Giardina; Giada Landi; Marco Ruta
Veröffentlicht in: Future Internet, 2025, ISSN 1999-5903
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

Decentralized LLM Inference over Edge Networks with Energy Harvesting

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

Physical Layer-Based Device Fingerprinting for Wireless Security: From Theory to Practice

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

DRACO: Decentralized Asynchronous Federated Learning Over Row-Stochastic Wireless Networks

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

Cost-Free Personalization via Information-Geometric Projection in Bayesian Federated Learning

Autoren: Nour Jamoussi, Giuseppe Serra, Photios A Stavrou, Marios Kountouris
Veröffentlicht in: Transactions on Machine Learning Research (TMLR), 2025, ISSN 2835-8856
Herausgeber: Transactions on Machine Learning Research (TMLR)
DOI: 10.48550/arXiv.2509.10132

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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