6G Ai-native integRated Ran-cOre netWorks

Resultado final

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.

Publicaciones

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

Autores: Sinwoong Yun, Dongsun Kim, Sungjin Lee, Jemin Lee
Publicado en: IEEE Transactions on Mobile Computing, Edición 24, 2025, ISSN 1536-1233
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMC.2025.3589609

Timely Updates in Blockchain for UAV-Assisted Data Collection Networks

Autores: Sungho Lee, Minsu Kim, Mingun Kim, Jemin Lee, Tony Q. S. Quek
Publicado en: IEEE Transactions on Vehicular Technology, Edición 74, 2025, ISSN 0018-9545
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2025.3570495

Fast batch gradient descent in quantum neural networks

Autores: Joo Yong Shim and Joongheon Kim
Publicado en: Electronics Letters, 2025, ISSN 1350-911X
Editor: Wiley
DOI: 10.1049/ELL2.70162

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

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

Quantum infidelity codistillation for fast and accurate distributed quantum machine learning

Autores: Seungeun Oh, Jinhyuk Kim, Jihong Park, Hankyul Baek, Hyunsoo Lee, Joongheon Kim, Seong-Lyun Kim
Publicado en: The Journal of Supercomputing, Edición 81, 2025, ISSN 1573-0484
Editor: Springer Science and Business Media LLC
DOI: 10.1007/S11227-025-07614-Y

Dynamic Quantum Federated Learning for UAV-Based Autonomous Surveillance

Autores: Soohyun Park, Seok Bin Son, Soyi Jung, Joongheon Kim
Publicado en: IEEE Transactions on Vehicular Technology, Edición 74, 2025, ISSN 0018-9545
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2025.3526809

IEEE Wireless Communications Letters

Autores: Jinwoong Kim, Jemin Lee
Publicado en: IEEE Wireless Communications Letters, 2025, ISSN 2162-2337
Editor: 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

Autores: Mingun Kim, Hewon Cho, Jeongho Kwak, Jemin Lee
Publicado en: IEEE Transactions on Wireless Communications, Edición 24, 2025, ISSN 1536-1276
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2025.3577204

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

Autores: Lingyan Bao, Sinwoong Yun, Jemin Lee, Tony Q.S. Quek
Publicado en: IEEE Communication Magazine, 2025, ISSN 1558-1896
Editor: IEEE
DOI: 10.48550/ARXIV.2504.18062

Semantic Communications via Denoising Diffusion Autoencoder Models

Autores: Letafati, Mehdi Ali, Samad Latva-aho, Matti
Publicado en: 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026), 2026
Editor: IEEE
DOI: 10.5281/ZENODO.19705173

Vector Quantization-Based Opportunistic Semantic Communication for Object Detection

Autores: Hyeseong Yun; Seungeun Oh; Seong-Lyun Kim
Publicado en: IEEE GLOBECOM, 2025
Editor: IEEE

Digital Predistortion for Directional Adjacent Channel Power Suppression in Phased Arrays

Autores: Dimuthu Lesthuruge, Umesha Kumarasiri, Nandana Rajatheva, Arjuna Madanayake, Najme Ebrahimi, and Nuutti Tervo
Publicado en: Vehicular Technology Conference 2026, 2026
Editor: IEEE
DOI: 10.5281/ZENODO.21369550

Semantic Communication Robustness Under Imperfect Channel State Information

Autores: Matheus Valente da Silva and Emilio Calvanese Strinati
Publicado en: European Wireless 2026 (EW2026), 2026
Editor: VDE
DOI: 10.5281/ZENODO.21128035.SVG

Efficient Deep Neural Receiver with Post-Training Quantization

Autores: SaiKrishna Saketh Yellapragada, Esa Ollila, Mário Costa
Publicado en: 2025 59th Asilomar Conference on Signals, Systems, and Computers, 2026
Editor: IEEE
DOI: 10.1109/IEEECONF67917.2025.11443709

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

Autores: Yellapragada, Saikrishna Saketh Ollila, Esa
Publicado en: NeurIPS 2025, 2025
Editor: NeurIPS
DOI: 10.5281/ZENODO.17975184

Semantic Channel Equalization Strategies for Deep Joint Source-Channel Coding

Autores: Lorenzo Pannacci, Simone Fiorellino, Mario Edoardo Pandolfo, Emilio Calvanese Strinati, Paolo Di Lorenzo
Publicado en: IEEE GLOBECOM, 2025
Editor: IEEE

ual-Loop Learning Control Architecture for Efficient Digital Predistortion

Autores: Dimuthu Lesthuruge, Bilal Khan, Nuutti Tervo, Marko E. Leinonen, and Nandana Rajatheva
Publicado en: The 56th European Microwave Conference (EuMC), 2026
Editor: EuMA
DOI: 10.5281/ZENODO.21369368

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

Autores: TaeJun Ha, Chaehyun Jung, Hyeonuk Kim, Jeongwoo Park, Jeonghun Park
Publicado en: Asilomar 2025, 2025
Editor: IEEE

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

Autores: Doyoung Lee, Taeyeon Kim
Publicado en: IEEE GLOBECOM, 2025
Editor: IEEE

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

Autores: Chaehyun Jung, TaeJun Ha, Hyunuk Kim, and Jeonghun Park
Publicado en: Asilomar Conference on Signals, Systems, and Computers 2025, 2025
Editor: IEEE

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

Autores: Seok Bin; Soohyun Park
Publicado en: IEEE VTC, 2025
Editor: IEEE

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

Autores: Choi, Jinhyuk Oh, Seungeun Park, Jihong Kim, Seong-Lyun
Publicado en: SPAWC 2025, 2025
Editor: IEEE
DOI: 10.5281/ZENODO.17656517

Semantic Waveforms for AI-Native 6G Networks

Autores: Nour Hello, Mohamed Amine Hamoura, Francois Rivet, Emilio Calvanese-Strinati
Publicado en: IEEE GLOBECOM, 2025
Editor: IEEE

Compacting Semantic Matryoshka Representations with Product Quantization

Autores: Leonardo Roque, Quentin Lampin, Louis-Adrien Dufrène, Guillaume Larue, Grégoire Lefebvre, Mohamad Assaad
Publicado en: IEEE GLOBECOM, 2025
Editor: IEEE

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

Autores: Emilio Calvanese Strinati, Nicolas Cassiau et al
Publicado en: IEEE EuCNC and 6G Summit, 2025
Editor: IEEE
DOI: 10.5281/ZENODO.15131039

Conditional Denoising Diffusion Autoencoders for Wireless Semantic Communications

Autores: Letafati, Mehdi Ali, Samad Latva-aho, Matti
Publicado en: NeurIPS 2025, 2025
Editor: NeurIPS
DOI: 10.5281/ZENODO.17436303

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

Autores: Jayarathne, Harindu, Marasinghe, Dileepa, Rajatheva, Nandana, Latva-aho, Matti
Publicado en: IEEE GLOBECOM, 2025
Editor: IEEE
DOI: 10.5281/ZENODO.17236683

Resultados de proyectos

Resultado final

Publicaciones

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