6G Ai-native integRated Ran-cOre netWorks

Leistungen

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.

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.

Veröffentlichungen

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

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

Timely Updates in Blockchain for UAV-Assisted Data Collection Networks

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

Fast batch gradient descent in quantum neural networks

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

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

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

Quantum infidelity codistillation for fast and accurate distributed quantum machine learning

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

Dynamic Quantum Federated Learning for UAV-Based Autonomous Surveillance

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

IEEE Wireless Communications Letters

Autoren: Jinwoong Kim, Jemin Lee
Veröffentlicht in: IEEE Wireless Communications Letters, 2025, ISSN 2162-2337
Herausgeber: 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

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

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

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

Semantic Communications via Denoising Diffusion Autoencoder Models

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

Vector Quantization-Based Opportunistic Semantic Communication for Object Detection

Autoren: Hyeseong Yun; Seungeun Oh; Seong-Lyun Kim
Veröffentlicht in: IEEE GLOBECOM, 2025
Herausgeber: IEEE

Digital Predistortion for Directional Adjacent Channel Power Suppression in Phased Arrays

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

Semantic Communication Robustness Under Imperfect Channel State Information

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

Efficient Deep Neural Receiver with Post-Training Quantization

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

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

Autoren: Yellapragada, Saikrishna Saketh Ollila, Esa
Veröffentlicht in: NeurIPS 2025, 2025
Herausgeber: NeurIPS
DOI: 10.5281/ZENODO.17975184

Semantic Channel Equalization Strategies for Deep Joint Source-Channel Coding

Autoren: Lorenzo Pannacci, Simone Fiorellino, Mario Edoardo Pandolfo, Emilio Calvanese Strinati, Paolo Di Lorenzo
Veröffentlicht in: IEEE GLOBECOM, 2025
Herausgeber: IEEE

ual-Loop Learning Control Architecture for Efficient Digital Predistortion

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

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

Autoren: TaeJun Ha, Chaehyun Jung, Hyeonuk Kim, Jeongwoo Park, Jeonghun Park
Veröffentlicht in: Asilomar 2025, 2025
Herausgeber: IEEE

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

Autoren: Doyoung Lee, Taeyeon Kim
Veröffentlicht in: IEEE GLOBECOM, 2025
Herausgeber: IEEE

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

Autoren: Chaehyun Jung, TaeJun Ha, Hyunuk Kim, and Jeonghun Park
Veröffentlicht in: Asilomar Conference on Signals, Systems, and Computers 2025, 2025
Herausgeber: IEEE

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

Autoren: Seok Bin; Soohyun Park
Veröffentlicht in: IEEE VTC, 2025
Herausgeber: IEEE

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

Autoren: Choi, Jinhyuk Oh, Seungeun Park, Jihong Kim, Seong-Lyun
Veröffentlicht in: SPAWC 2025, 2025
Herausgeber: IEEE
DOI: 10.5281/ZENODO.17656517

Semantic Waveforms for AI-Native 6G Networks

Autoren: Nour Hello, Mohamed Amine Hamoura, Francois Rivet, Emilio Calvanese-Strinati
Veröffentlicht in: IEEE GLOBECOM, 2025
Herausgeber: IEEE

Compacting Semantic Matryoshka Representations with Product Quantization

Autoren: Leonardo Roque, Quentin Lampin, Louis-Adrien Dufrène, Guillaume Larue, Grégoire Lefebvre, Mohamad Assaad
Veröffentlicht in: IEEE GLOBECOM, 2025
Herausgeber: IEEE

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

Autoren: Emilio Calvanese Strinati, Nicolas Cassiau et al
Veröffentlicht in: IEEE EuCNC and 6G Summit, 2025
Herausgeber: IEEE
DOI: 10.5281/ZENODO.15131039

Conditional Denoising Diffusion Autoencoders for Wireless Semantic Communications

Autoren: Letafati, Mehdi Ali, Samad Latva-aho, Matti
Veröffentlicht in: NeurIPS 2025, 2025
Herausgeber: NeurIPS
DOI: 10.5281/ZENODO.17436303

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

Autoren: Jayarathne, Harindu, Marasinghe, Dileepa, Rajatheva, Nandana, Latva-aho, Matti
Veröffentlicht in: IEEE GLOBECOM, 2025
Herausgeber: IEEE
DOI: 10.5281/ZENODO.17236683

Projektergebnisse

Leistungen

Veröffentlichungen

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