6G Ai-native integRated Ran-cOre netWorks

Informazioni relative al progetto

6GARROW

ID dell’accordo di sovvenzione: 101192194

DOI

10.3030/101192194

Data della firma CE 7 Novembre 2024

Data di avvio 1 Gennaio 2025

Data di completamento 31 Dicembre 2027

Finanziato da

• Digital, Industry and Space

Costo totale

€ 3 107 180,06

Contributo UE

€ 2 999 947,00

Coordinato da

COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES
France

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Documents, reports (10)

6GARROW Refined Scenarios, Use Cases and related KPIs/KVIs

Refinement of the scenarios described in D2.1, based on first WP3,4 findings and T1.3 outcomes.

First periodic report

Technical work description of the first period (M1- M12) of the project, at the project level and at each WP level. Description of the technical contribution from each partner over the reporting period; action plan and revised risk management plans.

State of the art and challenges for AI/ML Enhanced Device Performance

Exhaustive view on the SotA relative to AI/ML Enhanced Device Performance and lists the challenges to be addressed. Common framework from WP2.

6GARROW Scenarios, Use Cases and related KPIs/KVIs

Detail key Scenarios, Use Cases and related KPIs/KVIs meeting the requirements for European and Korean application of AI/ML in cellular networks, and to be applied in WP3, WP4 and WP5.

State of the art on AI/ML Solutions for RAN and Core Optimization

Exhaustive view on the SotA relative to Energy Efficient Algorithms for Automation of Core and Radio Resource Management, and Network Failure Recovery. Common framework from WP2.

Data management plan

Data management life cycle for the data to be collected, processed and/or generated by the 6GARROW project. It will be updated all along the project.

6GARROW Initial System Architecture

Initial 6GARROW architecture approach, including an AI-native 6G architecture approach

Dissemination, Standardisation and Exploitation activity report Y1

First year status and update plans for dissemination, standardisation and exploitation.

Quality plan

Detailed quality plan giving the project guidelines, communication practices, preparation and delivery of progress reports, etc.

Dissemination, standardisation and communication plans, and project website

Plan for the dissemination, standardisation and communication activities; project website.

Pubblicazioni

Peer reviewed articles (9)

i-CU: Intelligent Cache Replacement and Content Update for Data Freshness in Cloud-Edge Networks

Autori: Sinwoong Yun, Dongsun Kim, Sungjin Lee, Jemin Lee
Pubblicato in: IEEE Transactions on Mobile Computing, Numero 24, 2025, ISSN 1536-1233
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMC.2025.3589609

Timely Updates in Blockchain for UAV-Assisted Data Collection Networks

Autori: Sungho Lee, Minsu Kim, Mingun Kim, Jemin Lee, Tony Q. S. Quek
Pubblicato in: IEEE Transactions on Vehicular Technology, Numero 74, 2025, ISSN 0018-9545
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2025.3570495

Fast batch gradient descent in quantum neural networks

Autori: Joo Yong Shim and Joongheon Kim
Pubblicato in: Electronics Letters, 2025, ISSN 1350-911X
Editore: Wiley
DOI: 10.1049/ELL2.70162

Neural Network-Based Box-Oriented Framework for Behavioral Modeling and Digital Predistortion of Power Amplifiers

Autori: Lesthuruge Silva, S. S. Krishna Chaitanya Bulusu, Nandana Rajatheva, Marko E. Leinonen, Nuutti Tervo
Pubblicato in: IEEE Transactions on Machine Learning in Communications and Networking, Numero 4, 2026, ISSN 2831-316X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMLCN.2026.3678149

Quantum infidelity codistillation for fast and accurate distributed quantum machine learning

Autori: Seungeun Oh, Jinhyuk Kim, Jihong Park, Hankyul Baek, Hyunsoo Lee, Joongheon Kim, Seong-Lyun Kim
Pubblicato in: The Journal of Supercomputing, Numero 81, 2025, ISSN 1573-0484
Editore: Springer Science and Business Media LLC
DOI: 10.1007/S11227-025-07614-Y

Dynamic Quantum Federated Learning for UAV-Based Autonomous Surveillance

Autori: Soohyun Park, Seok Bin Son, Soyi Jung, Joongheon Kim
Pubblicato in: IEEE Transactions on Vehicular Technology, Numero 74, 2025, ISSN 0018-9545
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2025.3526809

IEEE Wireless Communications Letters

Autori: Jinwoong Kim, Jemin Lee
Pubblicato in: IEEE Wireless Communications Letters, 2025, ISSN 2162-2337
Editore: IEEE Communications Society
DOI: 10.1109/LWC.2024.3492095.SVG

Joint Millimeter-Wave Beamforming Design and Access Link Rate Assignment for Integrated Access and Backhaul Networks

Autori: Mingun Kim, Hewon Cho, Jeongho Kwak, Jemin Lee
Pubblicato in: IEEE Transactions on Wireless Communications, Numero 24, 2025, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2025.3577204

LLM-hRIC: LLM-empowered Hierarchical RAN Intelligent Control for O-RAN

Autori: Lingyan Bao, Sinwoong Yun, Jemin Lee, Tony Q.S. Quek
Pubblicato in: IEEE Communication Magazine, 2025, ISSN 1558-1896
Editore: IEEE
DOI: 10.48550/ARXIV.2504.18062

Conference proceedings (18)

Semantic Communications via Denoising Diffusion Autoencoder Models

Autori: Letafati, Mehdi Ali, Samad Latva-aho, Matti
Pubblicato in: 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026), 2026
Editore: IEEE
DOI: 10.5281/ZENODO.19705173

Vector Quantization-Based Opportunistic Semantic Communication for Object Detection

Autori: Hyeseong Yun; Seungeun Oh; Seong-Lyun Kim
Pubblicato in: IEEE GLOBECOM, 2025
Editore: IEEE

Digital Predistortion for Directional Adjacent Channel Power Suppression in Phased Arrays

Autori: Dimuthu Lesthuruge, Umesha Kumarasiri, Nandana Rajatheva, Arjuna Madanayake, Najme Ebrahimi, and Nuutti Tervo
Pubblicato in: Vehicular Technology Conference 2026, 2026
Editore: IEEE
DOI: 10.5281/ZENODO.21369550

Semantic Communication Robustness Under Imperfect Channel State Information

Autori: Matheus Valente da Silva and Emilio Calvanese Strinati
Pubblicato in: European Wireless 2026 (EW2026), 2026
Editore: VDE
DOI: 10.5281/ZENODO.21128035.SVG

Efficient Deep Neural Receiver with Post-Training Quantization

Autori: SaiKrishna Saketh Yellapragada, Esa Ollila, Mário Costa
Pubblicato in: 2025 59th Asilomar Conference on Signals, Systems, and Computers, 2026
Editore: IEEE
DOI: 10.1109/IEEECONF67917.2025.11443709

Data-Free Quantization of Neural Receivers: When 4-Bit Succeeds, Why 6-Bit Matters for 6G

Autori: Yellapragada, Saikrishna Saketh Ollila, Esa
Pubblicato in: NeurIPS 2025, 2025
Editore: NeurIPS
DOI: 10.5281/ZENODO.17975184

Semantic Channel Equalization Strategies for Deep Joint Source-Channel Coding

Autori: Lorenzo Pannacci, Simone Fiorellino, Mario Edoardo Pandolfo, Emilio Calvanese Strinati, Paolo Di Lorenzo
Pubblicato in: IEEE GLOBECOM, 2025
Editore: IEEE

ual-Loop Learning Control Architecture for Efficient Digital Predistortion

Autori: Dimuthu Lesthuruge, Bilal Khan, Nuutti Tervo, Marko E. Leinonen, and Nandana Rajatheva
Pubblicato in: The 56th European Microwave Conference (EuMC), 2026
Editore: EuMA
DOI: 10.5281/ZENODO.21369368

Attention-Aided MMSE for OFDM Channel Estimation: Learning Linear Filters with Attention

Autori: TaeJun Ha, Chaehyun Jung, Hyeonuk Kim, Jeongwoo Park, Jeonghun Park
Pubblicato in: Asilomar 2025, 2025
Editore: IEEE

Toward Semantic Translation in Network Slicing: LLM-Based Network Slice Configuration

Autori: Doyoung Lee, Taeyeon Kim
Pubblicato in: IEEE GLOBECOM, 2025
Editore: IEEE

Finding a Path from 1-bit Quantizer: State Estimation with 1-Bit Observations and Imperfect Models

Autori: Chaehyun Jung, TaeJun Ha, Hyunuk Kim, and Jeonghun Park
Pubblicato in: Asilomar Conference on Signals, Systems, and Computers 2025, 2025
Editore: IEEE

Hierarchical Scheduling for Oil Spill SAR Image Detection in Space-Air-Ground Integrated Networks

Autori: Seok Bin; Soohyun Park
Pubblicato in: IEEE VTC, 2025
Editore: IEEE

Deadline-Aware Bandwidth Allocation for Semantic Generative Communication with Diffusion Models

Autori: Choi, Jinhyuk Oh, Seungeun Park, Jihong Kim, Seong-Lyun
Pubblicato in: SPAWC 2025, 2025
Editore: IEEE
DOI: 10.5281/ZENODO.17656517

Semantic Waveforms for AI-Native 6G Networks

Autori: Nour Hello, Mohamed Amine Hamoura, Francois Rivet, Emilio Calvanese-Strinati
Pubblicato in: IEEE GLOBECOM, 2025
Editore: IEEE

Compacting Semantic Matryoshka Representations with Product Quantization

Autori: Leonardo Roque, Quentin Lampin, Louis-Adrien Dufrène, Guillaume Larue, Grégoire Lefebvre, Mohamad Assaad
Pubblicato in: IEEE GLOBECOM, 2025
Editore: IEEE

AI-Native 6G Networks: The 6GARROW Integrated Device-Network Approach

Autori: Emilio Calvanese Strinati, Nicolas Cassiau et al
Pubblicato in: IEEE EuCNC and 6G Summit, 2025
Editore: IEEE
DOI: 10.5281/ZENODO.15131039

Conditional Denoising Diffusion Autoencoders for Wireless Semantic Communications

Autori: Letafati, Mehdi Ali, Samad Latva-aho, Matti
Pubblicato in: NeurIPS 2025, 2025
Editore: NeurIPS
DOI: 10.5281/ZENODO.17436303

End-to-end Learning of Probabilistic and Geometric Constellation Shaping with Iterative Receivers

Autori: Jayarathne, Harindu, Marasinghe, Dileepa, Rajatheva, Nandana, Latva-aho, Matti
Pubblicato in: IEEE GLOBECOM, 2025
Editore: IEEE
DOI: 10.5281/ZENODO.17236683