Deep Programmability and Secure Distributed Intelligence for Real-Time End-to-End 6G Networks

Resultado final

Initial report on the intelligent and secure management, orchestration, and control

The deliverable will include the work related to: i) the e2e orchestrator, describing the architecture of the SMO and the rationale, the methodology, and the implementation of the algorithms used for service and workload orchestration across the e2e DESIRE6G platform; ii) the DLT-federation, describing the architecture and main components; iii) the multi-agent system, describing the architecture of the Agent system, the APIs and interfaces the Agent system offers; iv) the DLT-backed BHT, describing the methodology, and the Permissioned Distributed Ledger architecture; v) the rationale and the methodology of the robust, sustainable and privacy-preserving AI solutions.

Definition of Use Cases, Service Requirements and KPIs/KVIs

The deliverable will include all the work done in T2.1, implements the MS2.1 and subsequent discussions and further advance on KPIs and KVIs. The document will describe the selected use cases as a reference of the project, a list of relevant services with their requirements and KQIs and the DESIRE6G associated KPIs/KVIs obtained from a mapping of service requirements and 6G general capabilities to the project’s scope.

Preliminary experimental setup and data set collection

D5.1 reports on the testbed setup, first demo execution plan, and preliminary data set collection.

CODP Report 1

This deliverable will report the progress and achievements of WP6 based on the Dissemination & Communication plan outlined in D6.1.

Functional Architecture Definition

D2.2 will include the final specifications and a high-level description of the overall DESIRE6G architecture, considering network and service requirements and KPIs defined in D2.1, the preliminary version in MS2.2 and it will be aligned with the progress done in WP3 and WP4 and experimentation in WP5.

Initial Communication and Dissemination Plan (CODP)

The deliverable details the project’s communication, dissemination objectives, target stakeholders. Standardization activities are also covered, in which the initial standardization roadmap is introduced, including the identification of relevant standard development organizations and relevant open-source projects.

Initial report on the DESIRE6G unified programmable data plane layer

The deliverable will describe the architecture design of the unified data plane layer, the identified interfaces through other services can access, configure and customize the data plane functions, the Infrastructure Management Layer (IML) that provides a unified abstraction of the P-DP targets, the base network functions of the DESIRE6G infrastructure including the partial implementation of 6G network functions in P-DPs. The deliverable will also identify the key concepts, use cases and procedures that need to be supported by the unified programmable data plane layer of DESIRE6G: supporting multitenancy and the deployment of customized network functions, securing their isolation, offloading computations or accelerating infrastructure services, allowing customized and fine-grained pervasive monitoring over end-to-end paths across the entire DESIRE6G network domain.

Publicaciones

Effectiveness of Confidentiality-Preserving Clustering Algorithms for Soft Failure Detection in Optical Networks

Autores: Yeganehfallah, Azarm; Sgambelluri, Andrea; Pacini, Alessandro; Valcarenghi, Luca; Silva, Moises Felipe
Publicado en: 2024 IEEE 25th International Conference on High Performance Switching and Routing (HPSR), 2024
DOI: 10.1109/HPSR62440.2024.10636007

Securing Multi-Agent Systems for Near Real-Time Control of 6G Services

Autores: Velasco, Luis; Ruiz, Marc; Gonzalez, Pol; Lefebvre, Vincent; Bernardos, Carlos; Muñiz, Alejandro
Publicado en: European Conference on Networks and Communications (EuCNC 2023), 2023
Editor: EuCNC2023
DOI: 10.5281/ZENODO.7893029

Augmented Reality App with AI-based Pervasive Latency Monitoring of RAN and Programmable Metro Packet-Optical Networks

Autores: Alhamed, F., Guaitolini, M., Gonzalez, P., Berozashvili, R., Ismail, L., Shakespear-Miles, H., Barzegar, S., Velasco, L., Ruiz, M., Vegas Olmos, J., Sgambelluri, A., & Paolucci, F.
Publicado en: ICTON, 2024
Editor: ICTON
DOI: 10.5281/zenodo.12820942

End-User Performance Isolation at Scale in Access Aggregation Networks

Autores: Gergő Gombos and Dávid Kis (ELTE Eötvös Loránd University, Hungary); Sándor Laki (Eötvös Loránd University, Hungary); Szilveszter Nádas (Ericsson Research, USA)
Publicado en: 2025
Editor: IEEE

LLM-based Optimization Algorithm Selection for High-Performance Networks Orchestration

Autores: Dalgkitsis, Anestis and Hsu, Cyril and Papagianni, Chrysa and Grosso, Paola and de Laat, Cees
Publicado en: 2025
Editor: Association for Computing Machinery
DOI: 10.1145/3731599.3767458

Pervasive Monitoring and Distributed Intelligence for 6G Near Real-Time Operation

Autores: Velasco, Luis; Ruiz, Marc; Gonzalez, P; Paolucci, Francesco; Sgambelluri, Andrea; Papagianni, Chrysa
Publicado en: European Conference on Networks and Communications (EuCNC 2023), 2023
Editor: EuCNC2023
DOI: 10.5281/zenodo.7840126

In-network Control for Flow Steering

Autores: Dimoglis, Anestis; Alhamed, Faris; Dalgkitsis, Angelos; Sgambelluri, Andrea; Paolucci, Francesco; Papagianni, Chrysa; Grosso, Paola
Publicado en: IEEE International Conference on Transparent Optical Networks (ICTON 2024), 2024
DOI: 10.5281/zenodo.12594198

P4-MTAGG - a Framework for Multi-Tenant P4 Network Devices

Autores: Brisch, Fabian; Kassler, Andreas; Laki, Sándor; Hudoba, Peter; Pongracz, Gergely
Publicado en: Würzburg Workshop on 6G Networks (WueWoWAS'24), 2024
DOI: 10.25972/OPUS-38865

Reliability in deterministic networks: Comparison of FRER (TSN) and PREOF (DetNet)

Autores: Blanco Caamaño, Marta; Contreras, Luis M.; Velázquez Martínez, Javier; López da Silva, Rafael
Publicado en: International Conference on Transparent Optical Networks (ICTON 2024), 2024
Editor: ICTON 2024

Effectiveness of Confidentiality-Preserving Clustering Algorithms for Soft Failure Detection in Optical Networks

Autores: Sgambelluri, Andrea
Publicado en: HPSR2024, 2023
DOI: 10.1109/HPSR62440.2024.10636007

Dynamic Traffic Prediction Model Retraining for Autonomous Network Operation

Autores: Tabatabaeimehr, Fatemeh; Velasco, Luis; Ruiz, Marc; Khalili, Hamzeh; Aparicio-Pardo, Ramon
Publicado en: International Conference on Transparent Optical Networks (ICTON 2023), 2023, ISSN 2161-2064
Editor: IEEE
DOI: 10.5281/zenodo.8190219

Intent-Based Management for Industrial Automation

Autores: Ahmet Cihat Baktir; Elham Dehghan Biyar
Publicado en: IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA), 2024
Editor: IEEE

FlexUP: Breaking Up the CU-UP to Speed Up the RAN

Autores: Vogt, Francisco Germano and Lopes, Victor H. S. and Luizelli, Marcelo Caggiani and Rothenberg, Christian and Pongracz, Gergely and Papagianni, Chrysa
Publicado en: 2025
Editor: Association for Computing Machinery
DOI: 10.1145/3744969.3748447

Deployment of Secure Machine Learning Pipelines for Near-Real-Time Control of 6G Network Services

Autores: P. Gonzalez, A. Zahir, Ch. Grasselli, A. Muñiz, M. Groshev, S. Barzegar, F. Callegati, D. Careglio, M. Ruiz, L. Velasco
Publicado en: Optical Fiber Communication Conference 2024 (OFC2024), European Conference on Networks and Communications (EuCNC 2024), 2024
Editor: OFC2024

Distributed Multi-Agent System fed with Telemetry Data for Near-Real-Time Service Operation

Autores: Gonzalez, Pol; Ahmed, Faris; Barzegar, Sima; Paolucci, Francesco; Vegas Olmos, Juan José; Rui, Marc; Velasco, Luis
Publicado en: Optical Fiber Communication Conference 2024 (OFC2024), (European Conference on Networks and Communications (EuCNC 2024), 2024
Editor: IEEE

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

Autores: Mostafa, Salwa; Mota, Mateus P.; Valcarce, Alvaro; Bennis, Mehdi
Publicado en: IEEE Global Communications Conference (GlobeCom 2023), 2023, ISSN 2576-6813
Editor: IEEE
DOI: 10.48550/arxiv.2401.12914

Header Proposal for the DetNet Application Layer

Autores: Blanco Caamaño, Marta; Contreras Murillo, Luis M.; López da Silva, Rafael
Publicado en: International Conference on Transparent Optical Networks (ICTON 2024), 2024
Editor: ICTON2024
DOI: 10.5281/zenodo.11221331

Intelligent Reconfiguration of Distributed Control of 6G Network Services

Autores: H. Shakespear-Miles, S. Barzegar, M. Ruiz and L. Velasco
Publicado en: 2025, ISSN 2166-8892
Editor: IEEE

Reconstructing LLM Training Workloads: A Topology- and Model-aware Network Tester

Autores: Vogt, Francisco Germano and Yang, Zhiheng and Lopes, Victor Hugo Schneider and Rodr\'{\i}guez, Fabricio and Luizelli, Marcelo Caggiani and Rothenberg, Christian Esteve and Papagianni, Chrysa
Publicado en: CoNEXT '25: Proceedings of the 21st International Conference on emerging Networking EXperiments and Technologies, 2025
Editor: Association for Computing Machinery
DOI: 10.1145/3765515.3771757

Service and Resource Management Enablers for 6G Networks

Autores: Makropoulos, George (Editor); Laki, Sándor (Editor)
Publicado en: EuCNC, 2025
Editor: EuCNC

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Autores: Ghalkha, Abdulmomen; Ben Issaid, Chaouki; Elgabli, Anis; Bennis, Mehdi
Publicado en: IEEE International Conference on Communications (ICC 2023), 2023, ISSN 1938-1883
Editor: IEEE
DOI: 10.1109/ICC45041.2023.10278721

Utilizing Hybrid P4 Solutions to Enhance 5G gNB with Data Plane Programmability

Autores: Memarian, Mohsen; Kassler, Andreas; Grinnemo, Karl-Johan; Pongracz, Gergely; Forsman, Johan
Publicado en: Würzburg Workshop on 6G Networks (WueWoWAS'24), 2024
DOI: 10.25972/OPUS-38902

On the Benefits of Multi-Agent Systems for Operational Expenditure Savings

Autores: Marc Ruiz1*, Hailey Shakespear-Miles1, Sima Barzegar2, Andrea Sgambelluri3, and Luis Velasco
Publicado en: ICTON, 2025
Editor: IEEE

Performance evaluation of Private and Public Blockchains for multi-cloud service federation

Autores: Zahir, Adam; Groshev, Milan; Bernardos, Carlos J.; Antevski, Kiril; Ayimba, Constantine; de la Oliva, Antonio
Publicado en: International Conference on Distributed Computing and Networking (ICDCN 2023), 2023, ISBN 9798400716737
Editor: Association for Computing Machinery New York, NY, United States
DOI: 10.1145/3631461.3631559

Integration of Network Slice Controller for Enhanced Intent-Based Networking in 5G/6G Networks

Autores: Muñiz Da Costa, Alejandro; Contreras Murillo, Luis M.
Publicado en: MobiCom 23 (MobiArch '23), 2023, ISBN 9798400703416
Editor: Association for Computing Machinery
DOI: 10.1145/3615587.3615989

Lightweight INT on the Tofino programmable switch

Autores: Angelos Dimoglis; Leandro C. de Almeida; Konstantinos Papadopoulos; Chrysa Papagianni; Panagiotis Papadimitriou; Paola Grosso
Publicado en: Proceedings of the 30th Annual International Conference on Mobile Computing and Networking, 2024
DOI: 10.5281/ZENODO.14851620

Online SLA Decomposition: Enabling Real-Time Adaptation to Evolving Network Systems

Autores: Cyril Shih-Huan Hsu, Danny De Vleeschauwer, Chrysa Papagianni, Paola Grosso
Publicado en: EuCNC, 2025
Editor: EuCNC

6GUPF: A DPU-based Programmable User Plane Function for Enhanced Flow-based QoS

Autores: Abu Bakar, Rana; Ibrahim, Ahmed; Paolucci, Francesco; Sgambelluri, Andrea; Castoldi, Piero; Cugini, Filippo; Vegas Olmos, Juan Jose
Publicado en: EEE Globecom 2025, 2025
Editor: GLOBECOM

RAILS: Risk-Aware Iterated Local Search for Joint SLA Decomposition and Service Provider Management in Multi-Domain Networks

Autores: Cyril Shih-Huan Hsu, Chrysa Papagianni, Paola Grosso
Publicado en: IEEE High Performance Switching and Routing (HPSR), 2025
Editor: IEEE

Augmented Reality in the DESIRE6G Cloud-native and Programmable Infrastructure with Multi-Agent System and Pervasive Monitoring

Autores: F. Paolucci et al.
Publicado en: EEE Conference on Standards for Communications and Networking (CSCN), 2025
Editor: IEEE

Comparison of Statistical and Machine Learning-Based Approaches for Telemetry Data Size Reduction

Autores: Ruiz, Marc; El Sayed, Ahmad; Harb, Hassan; Velasco, Luis
Publicado en: International Conference on Transparent Optical Networks (ICTON 2023), 2023, ISSN 2161-2064
Editor: ICTON 2023
DOI: 10.5281/zenodo.7893131

In-Network Quality Control of IP Camera Streams

Autores: Laki, Sandor; Vörös, Peter; Kecskeméti, Károly; Györgyi, Csaba; Szabó, Géza
Publicado en: International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc 2023), 2023, ISBN 9781450399265
Editor: Association for Computing Machinery
DOI: 10.1145/3565287.3617609

Utilizing Hybrid P4 Solutions to Enhance 5G gNB with Data Plane Programmability

Autores: Mohsen Memarian, Andreas Kassler, Karl-Johan Grinnemo, Sandor Laki, Gergely Pongracz, Johan Forsman
Publicado en: IFIP Wireless and Mobile Networking Conference (IFIP WMNC 2024), 2024, ISSN 2473-3644
Editor: IEEE

Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations

Autores: Chaaya, Charbel Bou; Sumudu Samarakoon; Bennis, Mehdi
Publicado en: IEEE Global Communications Conference (GlobeCom 2023), 2023, ISSN 2576-6813
Editor: IEEE
DOI: 10.5281/zenodo.8296827

P4-Based INT Implementation on FPGAs: A Hardware-Accelerated Approach

Autores: Angelos Dimoglis, Luca Cetino, Anestis Dalgkitsis, Chrysa Papagianni, Paola Grosso
Publicado en: 2026
Editor: IEEE

P4-MTAGG - a Framework for Multi-Tenant P4 Network Devices

Autores: Fabian Brisch, Andreas Kassler, Sandor Laki, Peter Hudoba
Publicado en: International Conference on Network and Service Management (CNSM 2024), 2024

In-band Collection and Control of End-to-end Latency in Programmable Packet-Optical Networks

Autores: F. Alhamed, A. Sgambelluri, C. Papagianni, and F. Paolucci,
Publicado en: OFC, 2025
Editor: OFC

Towards extreme network KPIs with programmability in 6G

Autores: Gergely Pongrácz; Attila Mihály; István Gódor; Sándor Laki; Anastasios Nanos; Chrysa Papagianni
Publicado en: International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc 2023), 2023, ISBN 9781450399265
Editor: Association for Computing Machinery
DOI: 10.1145/3565287.3617610

Programmable & Trustworthy Data Paths for Sovereign Network Services

Autores: Anestis Dalgkitsis, Jose E. Zerna Torres, Angelos Dimoglis, Marios Avgeris, Chrysa Papagianni, Paola Grosso
Publicado en: ICTON, 2025
Editor: IEEE

V2N Service Scaling with Deep Reinforcement Learning

Autores: Hsu, Cyril Shih-Huan; Martín-Pérez, Jorge; Papagianni, Chrysa; Grosso, Paola
Publicado en: IEEE/IFIP Network Operations and Management Symposium (NOMS 2023), 2023, ISSN 2374-9709
Editor: IEEE NOMS 2023
DOI: 10.48550/arxiv.2301.13324

Edge Orchestration Framework for AI-assisted Link Failure Forecasting and Recovery

Autores: Castoldi, Piero; Uomo, Domenico; Sgambelluri, Andrea; Cugini, Filippo; Paolucci, Francesco
Publicado en: HPSR2024, 2024
DOI: 10.1109/ICTON62926.2024.10647881

QueuePilot: Towards Adaptive Queue Scheduling via Live Digital Twins

Autores: Vogt, Francisco Germano and Yang, Zhiheng and Lopes, Victor Hugo Schneider and Rodriguez, Fabricio and Luizelli, Marcelo Caggiani and Rothenberg, Christian Esteve and Papagianni, Chrysa
Publicado en: 2025
Editor: Association for Computing Machinery

5GDAD: A Deep Learning Approach for DDoS Attack Detection in 5G P4-based UPF

Autores: Rana Abu Bakar; Faris Alhamed; Piero Castoldi; Andrea Sgambelluri; Juan Jose Vegas Olmos; Filippo Cugini
Publicado en: IEEE International Conference on High Performance Switching and Routing (HPSR 2024), 2024
Editor: IEEE

Edge Orchestration Framework for AI-assisted Link Failure Forecasting and Recovery

Autores: Castoldi, Piero; Uomo, Domenico; Sgambelluri, Andrea; Cugini, Filippo; Paolucci, Francesco
Publicado en: 2024 24th International Conference on Transparent Optical Networks (ICTON), 2024
DOI: 10.1109/ICTON62926.2024.10647881

Distributed Genuine Intelligence: From Agent Integrity to Secure Inter-Agent Communications

Autores: Zahir, Adam; Groshev, Milan; Angoustures, Mark; Lefebvre, Vincent; Gonzalez, Pol; Velasco, Luis
Publicado en: European Conference on Networks and Communications (EuCNC2024), 2024
Editor: EuCNC2024
DOI: 10.5281/zenodo.10968422

Empowering 6G Communication Service Providers: A Seamless SLA-to-Intent Translation Framework

Autores: Sultan Ertaş; Mohammadreza Babaei; Mohammed Ziauddinm; Dinand Roeland; Snigdha Das; Merve Saimler
Publicado en: ICIN, 2025
Editor: IEEE

Near Real-Time Autonomous Multi-Flow Routing with Dynamic Optical Bypass Management

Autores: S. Barzegar, H. Shakespear-Miles, F. Alhamed, F. Paolucci, P. González, M. Ruiz, L. Velasco
Publicado en: International Conference on Optical Network Design and Modelling (ONDM 2024), 2024
Editor: ONDM2024
DOI: 10.5281/zenodo.11476740

P4-MTAGG - a Framework for Multi-Tenant P4 Network Devices

Autores: Brisch, Fabian; Kassler, Andreas; Laki, Sándor; Hudoba, Peter
Publicado en: International Conference on Network and Service Management (CNSM 2024), 2024
DOI: 10.23919/CNSM62983.2024.10814635

DESIRE6G: Deep Programmability & Secure Distributed Intelligence for Real-Time E2E 6G Networks

Autores: Chrysa Papagianni
Publicado en: European 6G Annual Journal, Edición May 2023, 50-51, 2023, ISSN 2673-2688
Editor: SNS JU
DOI: 10.5281/zenodo.10351667

P4 Telemetry Collector

Autores: Faris Alhamed; Davide Scano; Piero Castoldi; Juan Jose Vegas Olmos; Ilya Vershkov; Francesco Paolucci; Filippo Cugini
Publicado en: Computer Networks, Edición Volume 227, May 2023, 109727, 2023, ISSN 1389-1286
Editor: Elsevier BV
DOI: 10.1016/j.comnet.2023.109727

SLA Decomposition for Network Slicing: A Deep Neural Network Approach

Autores: Cyril Shih-Huan Hsu; Danny De Vleeschauwer; Chrysa Papagianni
Publicado en: IEEE Networking Letters, 2023, ISSN 2576-3156
Editor: IEEE
DOI: 10.5281/zenodo.8283411

Augmented Reality App with AI-based Pervasive Latency Monitoring of RAN and Programmable Metro Packet-Optical Networks

Autores: Alhamed, Faris; Guaitolini, Michelangelo; González Pacheco, Pol; Berozashvili, Revaz; Ismail, Layal; Shakespear Miles, Hailey Josephine; Barzegar, Sima; Velasco Esteban, Luis Domingo; Ruiz Ramírez,
Publicado en: 2024 24th International Conference on Transparent Optical Networks (ICTON), 2024, ISSN 2161-2064
Editor: IEEE
DOI: 10.5281/ZENODO.12820941

Deep Learning-Based Adaptive Compression and Anomaly Detection for Smart B5G Use Cases Operation

Autores: Ahmad El Sayed; Marc Ruiz; Hassan Harb; Luis Velasco
Publicado en: Sensors 2023, Edición Volume 23; Edición 2; Pages: 1043, 2023, ISSN 1424-8220
Editor: Sensors
DOI: 10.3390/s23021043

Radio Propagation Digital Twin Aided Multi-Point Transmission With In-Network Dynamic On-Off Switching

Autores: Györgyi, Csaba; Pető, József; Vörös, Péter; Szabó, Géze; Laki, Sándor
Publicado en: IEEE Access, 2023, ISSN 2169-3536
Editor: IEEE
DOI: 10.1109/ACCESS.2023.3333525

P4-assisted seamless migration of serverless applications towards the edge continuum

Autores: Pelle, István; Paolucci, Francesco; Sonkoly, Balázs; Cugini, Filippo
Publicado en: Future Generation Computer Systems, Edición Volume 146, Edición C, 2023, ISSN 0167-739X
Editor: Elsevier BV
DOI: 10.1016/j.future.2023.04.010

P4 FANET In-band Telemetry (FINT) for AI-assisted wireless link failure forecasting and recovery

Autores: Ismail, Layal; Uomo, Domenico; Sgambelluri, Andrea; Alhamed, Faris; Paolucci, Francesco
Publicado en: Computer Networks, 2024, ISSN 1389-1286
Editor: Elsevier BV
DOI: 10.1016/j.comnet.2024.110599

IEEE Transactions on Signal Processing

Autores: Tamara AlShammari; Chathuranga Weeraddana; Mehdi Bennis
Publicado en: IEEE Transactions on Signal Processing, 2024, ISSN 1053-587X
Editor: IEEE Press
DOI: 10.1109/TSP.2024.3387277

DESIRE6G: Meeting extreme KPIs through Deep Programmability in 6G AI-Native Systems

Autores: Papagianni, Chrysa
Publicado en: European 6G Annual Journal, 2024, ISSN 2673-2688
Editor: SNS JU
DOI: 10.5281/zenodo.11544480

IEEE Transactions on Network and Service Management

Autores: Barzegar, Sima; Ruiz Ramírez, Marc; Velasco Esteban, Luis Domingo
Publicado en: IEEE Transactions on Network and Service Management, 2024, ISSN 1932-4537
Editor: IEEE
DOI: 10.5281/ZENODO.10246060

Autonomous Flow Routing for Near Real-Time Quality of Service Assurance

Autores: Barzegar, Sima; Ruiz, Marc; Velasco, Luis
Publicado en: IEEE Transactions on Network and Service Management, 2023, ISSN 1932-4537
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.5281/zenodo.10246061

Network & Service Management Advancements - Key frameworks and Interfaces towards open, Intelligent and reliable 6G networks

Autores: Tsolkas, Dimitris; Artuñedo Guillen, David; Gavras, Anastasius; Tranoris, Christos; Laki, Sándor; Skarmeta Gómez, Antonio; Barraca, João Paulo; Makropoulos, George; Vilalta, Ricard
Publicado en: SNS JU Reliable Software Networks Working Group, 2024
DOI: 10.5281/ZENODO.15011613

6G KPIs - Definitions and Target Values

Autores: Mesogiti, Ioanna; Gavras, Anastasius; Trichias, Konstantinos; Kaloxylos, Alexandros; Fontes, Francisco; Charemis, Athanasios; Ghoraishi, Mir; Mollà Roselló, Marc; Yadranjee Aghdam, Parisa; Agapiou, George; Sgambelluri, Andrea; Al-Rawi, Mohammed; Marques, Carlos; Mohr, Werner
Publicado en: Test, Measurement, and KPIs Validation (TMV) Working Group, 2025
Editor: 6G SNS JU
DOI: 10.5281/ZENODO.14621169

European Vision for the 6G Network Ecosystem

Autores: Uusitalo, Mikko; Bernardos, Carlos Jesus; Kaloxylos, Alexandros; Bourse, Didier Arnaud; Norp, Toon; Lønsethagen, Håkon; Hecker, Artur; Rugeland, Patrik; Papagianni, Chrysa; Bulakci, Ömer; Li, Xi; Ericson, Mårten; Anton-Haro, Carles; Massod Khorsandi, Bahare; Ramos-Lopez, Aurora; Frascolla, Valerio; Marco, Gramaglia; Gavras, Anastasius; Trichias, Konstantinos
Publicado en: 6G-IA Vision Working Group, 2024
Editor: Zenodo
DOI: 10.5281/zenodo.14230482

Network & Service Management Advancements - Key frameworks and Interfaces towards open, Intelligent and reliable 6G networks

Autores: Tsolkas, Dimitris; Artuñedo Guillen, David; Gavras, Anastasius; Tranoris, Christos; Laki, Sándor; Skarmeta Gómez, Antonio; Barraca, João Paulo; Makropoulos, George; Vilalta, Ricard
Publicado en: SNS JU Reliable Software Networks Working Group, 2024
DOI: 10.5281/zenodo.14234898

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

Autores: Pérez Palma, Noelia; Skarmeta Gómez, Antonio; Bisson, Pascal
Publicado en: 6G-IA Security Working Group, 2025
Editor: Zenodo
DOI: 10.5281/zenodo.14619619

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

Autores: 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
Publicado en: SNS JU Technology Board, 2025
Editor: 6G SNS JU
DOI: 10.5281/ZENODO.14623109

6G KVIs – SNS Projects Initial Survey Results 2025

Autores: Patsouras, Ioannis; Charemis, Athanasios; Wedikkara Gedara, Imesha; Ghoraishi, Mir; Basaras, Pavlos; Mesogiti, Ioanna; Theodoropoulou, Elina; Lazaro, Jose Antonio; Petersen, Katrina
Publicado en: SNS JU website, 2025
DOI: 10.5281/ZENODO.15220946

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