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Towards an AI-native, user-centric air interface for 6G networks

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Early results on KPIs/KVIs, testing methodologies and benchmarking (opens in new window)

This report will contain draft definitions of key performance/value indicators that CENTRIC would like to propose for 6G networks. This summarises initial results from T5.1 and T5.2.

Publications

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization (opens in new window)

Author(s): Abdulmomen Ghalka, Chaouki Ben Issaid, Anis Elgabli, Mehdi Bennis
Published in: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Publisher: IEEE
DOI: 10.1109/ICC45041.2023.10278721

IEEE Transactions on Network and Service Management (opens in new window)

Author(s): S. Tripathi and C. F. Chiasserini
Published in: IEEE Transactions on Network and Service Management, Issue Volume: 18, Issue: 3, 2023, ISSN 1932-4537
Publisher: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437278

Resource-aware Deployment of Dynamic DNNs over Multi-tiered Interconnected Systems (opens in new window)

Author(s): C. Singhal, Y. Wu, F. Malandrino, M. Levorato, C. F. Chiasserini
Published in: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications, 2024, ISSN 2641-9874
Publisher: IEEE
DOI: 10.1109/INFOCOM52122.2024.10621218

Comparative Analysis of Sub-Band Allocation Algorithms in In-Body Sub-Networks Supporting XR Applications (opens in new window)

Author(s): Saeed Bagherinejad, Thomas Jacobsen, Nuno K. Pratas, Ramoni O. Adeogun
Published in: 2024 IEEE Wireless Communications and Networking Conference (WCNC), 2024, ISBN 979-8-3503-0358-2
Publisher: IEEE
DOI: 10.1109/WCNC57260.2024.10570689

EMF-Aware Power Control for Massive MIMO: Cell-Free Versus Cellular Networks (opens in new window)

Author(s): Sergi Liesegang, Stefano Buzzi
Published in: 2024 IEEE Wireless Communications and Networking Conference (WCNC), 2024, ISSN 1558-2612
Publisher: IEEE
DOI: 10.1109/WCNC57260.2024.10570879

Unsupervised Graph-based Learning Method for Sub-band Allocation in 6G Subnetworks (opens in new window)

Author(s): Daniel Abode, Ramoni Adeogun, Lou Salaün, Renato Abreu, Thomas Jacobsen, Gilberto Berardinelli
Published in: 2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall), 2024, ISBN 979-8-3315-1778-6
Publisher: IEEE
DOI: 10.1109/VTC2024-Fall63153.2024.10757647

A Lossless Compression Technique for the Downlink Control Information Message (opens in new window)

Author(s): Bryan Liu, Alvaro Valcarce, K. Pavan Srinath
Published in: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024
Publisher: IEEE
DOI: 10.1109/SPAWC60668.2024.10694087

Network-first Separate Training with Raw Dataset Sharing: A Training Approach for AI/ML-Driven CSI Feedback (opens in new window)

Author(s): Aakash Saini, Jee Hyun Kim, Amir Ahmadian Tehrani, Yunchou Xing, Wolfgang Gerstacker
Published in: 2024 IEEE International Conference on Communications Workshops (ICC Workshops), 2024, ISBN 979-8-3503-0405-3
Publisher: IEEE
DOI: 10.1109/ICCWorkshops59551.2024.10615736

Matching DNN Compression and Cooperative Training with Resources and Data Availability (opens in new window)

Author(s): Carla Fabiana Chiasserini, Francesco Malandrino, Giuseppe Di Giacomo, Marco Levorato, Armin Karamaza
Published in: 2023, ISSN 2641-9874
Publisher: IEEE
DOI: 10.48550/arXiv.2212.02304

Intent Profiling and Translation Through Emergent Communication (opens in new window)

Author(s): Salwa Mostafa, Mohammed S. Elbamby, Mohamed K. Abdel-Aziz, Mehdi Bennis
Published in: ICC 2024 - IEEE International Conference on Communications, 2024, ISBN 978-1-7281-9054-9
Publisher: IEEE
DOI: 10.1109/ICC51166.2024.10622580

Performance Evaluation of AI-enabled Refined Beam Prediction with Wide Beam Measurements (opens in new window)

Author(s): Amir Ahmadian Tehrani, Aakash Saini
Published in: 2024 IEEE Conference on Standards for Communications and Networking (CSCN), 2025
Publisher: IEEE
DOI: 10.1109/CSCN63874.2024.10849734

Modular Model-Based Bayesian Learning for Uncertainty-Aware and Reliable Deep MIMO Receivers (opens in new window)

Author(s): Raviv, Tomer; Park, Sangwoo; Simeone, Osvaldo; Shlezinger, Nir
Published in: IEEE International Conference on Communications 2023, 2023, ISSN 2694-2941
Publisher: IEEE
DOI: 10.48550/arxiv.2302.02436

Communication-Efficient Second-Order Newton-Type Approach for Decentralized Learning (opens in new window)

Author(s): Mounssif Krouka, Anis Elgabli, Chaouki Ben Issaid, Mehdi Bennis
Published in: 2023, ISSN 1558-2612
Publisher: IEEE
DOI: 10.1109/WCNC55385.2023.10118646

On Scaling Latency-Aware MAC Communication Protocols with a Hierarchical Network Topology (opens in new window)

Author(s): Septimia Sarbu, Mateus P. Mota, Mehdi Bennis
Published in: ICC 2024 - IEEE International Conference on Communications, 2024
Publisher: IEEE
DOI: 10.1109/ICC51166.2024.10623079

Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling (opens in new window)

Author(s): Hoydis, Jakob; Aoudia, Fayçal Aït; Cammerer, Sebastian; Nimier-David, Merlin; Binder, Nikolaus; Marcus, Guillermo; Keller, Alexander
Published in: IEEE Globecom 2023, 2023
Publisher: -
DOI: 10.48550/ARXIV.2303.11103

Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things (opens in new window)

Author(s): Salwa Mostafa, Mateus P. Mota, Alvaro Valcarce, Mehdi Bennis
Published in: 2023 IEEE Global Communications Conference: IoT and Sensor Networks, 2023
Publisher: -
DOI: 10.48550/arXiv.2401.12914

Federated Multi-Agent DRL for Radio Resource Management in Industrial 6G in-X subnetworks (opens in new window)

Author(s): Bjarke Madsen, Ramoni Adeogun
Published in: 2024 IEEE 35th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2024, ISBN 979-8-3503-6225-1
Publisher: IEEE
DOI: 10.1109/PIMRC59610.2024.10817320

SwinLSTM Autoencoder for Temporal-Spatial-Frequency Domain CSI Compression in Massive MIMO Systems (opens in new window)

Author(s): Aakash Saini, Yunchou Xing, Jee Hyun Kim, Amir Ahmadian Tehrani, Wolfgang Gerstacker
Published in: 2025
Publisher: arXiv
DOI: 10.48550/ARXIV.2505.04432

Deep Learning based Adaptive Joint mmWave Beam Alignment (opens in new window)

Author(s): Daniel Tandler, Marc Gauger, Ahmet Serdar Tan, Sebastian Dörner, Stephan ten Brink
Published in: 2024 IEEE Wireless Communications and Networking Conference (WCNC), 2024, ISBN 979-8-3503-0358-2
Publisher: IEEE
DOI: 10.1109/WCNC57260.2024.10570969

Cluster-then-Match: Efficient Management of Human-Centric, Cell-Less 6G Networks (opens in new window)

Author(s): E. Chiaramello, C. F. Chiasserini, F. Malandrino, A. Nordio, M. Parazzini, A. Valcarce
Published in: 2024 IEEE 25th International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM), 2024
Publisher: IEEE
DOI: 10.1109/WoWMoM60985.2024.00038

Distributed Learning with Memory: Optimizing Model Usage Across Training Tasks (opens in new window)

Author(s): F. Malandrino, C. F. Chiasserini
Published in: 2024 22nd Mediterranean Communication and Computer Networking Conference (MedComNet), 2024, ISBN 979-8-3503-9047-6
Publisher: IEEE
DOI: 10.1109/MEDCOMNET62012.2024.10578134

nRMap: An Online Radio Mapping Approach for Large Intelligent Surfaces (opens in new window)

Author(s): Herman L. Santos, Victor Croisfelt, Cristian J. Vaca-Rubio, Taufik Abrao, Petar Popovski
Published in: 2023, ISSN 2694-2941
Publisher: IEEE
DOI: 10.48550/arXiv.2302.02638

A Neural Receiver for 5G NR Multi-user MIMO (opens in new window)

Author(s): Sebastian Cammerer, Fayçal Aït Aoudia, Jakob Hoydis, Andreas Oeldemann, Andreas Roessler, Timo Mayer, Alexander Keller
Published in: IEEE Globecom 2023, 2023
Publisher: -
DOI: 10.48550/ARXIV.2312.02601

Coexistence of eMBB+ and mMTC+ in Uplink Cell-Free Massive MIMO Networks (opens in new window)

Author(s): Sergi Liesegang, Stefano Buzzi
Published in: 2025 IEEE Wireless Communications and Networking Conference (WCNC), 2025, ISSN 1558-2612
Publisher: IEEE
DOI: 10.1109/WCNC61545.2025.10978323

OffloaDNN: Shaping DNNs for Scalable Offloading of Computer Vision Tasks at the Edge (opens in new window)

Author(s): Corrado Puligheddu, Nancy Varshney, Tanzil Hassan, Jonathan Ashdown, Francesco Restuccia, Carla Fabiana Chiasserini
Published in: 2024 IEEE 44th International Conference on Distributed Computing Systems (ICDCS), 2024
Publisher: IEEE
DOI: 10.1109/ICDCS60910.2024.00064

CENTRIC Flyer (opens in new window)

Author(s): Audrey Bienvenu
Published in: 2023
Publisher: CENTRIC
DOI: 10.5281/zenodo.10722673

Whitepaper - The CENTRIC Project Vision on Sustainable AI-native Air-interface for 6G Networks (opens in new window)

Author(s): Ramoni Ojekunle Adeogun, Halid Hrasnica, Carles Navarro Manchon, Audrey Bienvenu
Published in: 2024
Publisher: -
DOI: 10.5281/zenodo.10720915

European Vision for the 6G Network Ecosystem (opens in new window)

Author(s): Uusitalo, M., Bernardos, C. J., Kaloxylos, A., Bourse, D. A., Norp, T., Lønsethagen, H., Hecker, A., Rugeland, P., Papagianni, C., Bulakci, Ö., Li, X., Ericson, M., Anton-Haro, C., Massod Khorsandi, B., Ramos-Lopez, A., Frascolla, V., Marco, G., Gavras, A
Published in: Zenodo, 2024
Publisher: Zenodo
DOI: 10.5281/zenodo.14230482

The Role of AI on 6G MAC (opens in new window)

Author(s): Harish Viswanathan, Silvio Mandelli, Petteri Kela, Alvaro Valcarce Rial
Published in: IEEE COMMUNICATIONS MAGAZINE, 2023
Publisher: IEEE
DOI: 10.36227/techrxiv.23708310

6G KPIs - Definitions and Target Values (opens in new window)

Author(s): Mesogiti, I., Gavras, A., Trichias, K., Kaloxylos, A., Fontes, F., Charemis, A., Ghoraishi, M., Mollà Roselló, M., Yadranjee Aghdam, P., Agapiou, G., Sgambelluri, A., Al-Rawi, M., Marques, C., & Mohr, W.
Published in: 2025
Publisher: Zenodo
DOI: 10.5281/ZENODO.15011631

Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling (opens in new window)

Author(s): Hoydis, Jakob; Aoudia, Fayçal Aït; Cammerer, Sebastian; Nimier-David, Merlin; Binder, Nikolaus; Marcus, Guillermo; Keller, Alexander
Published in: 2023 IEEE Globecom Workshops (GC Wkshps), 2023
Publisher: IEEE
DOI: 10.48550/arxiv.2303.11103

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

Author(s): 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
Published in: 2025
DOI: 10.5281/ZENODO.14623106

Booth rollup featuring CENTRIC & 6G-BRAINS research topics (opens in new window)

Author(s): Anastasius Gavras, Audrey Bienvenu
Published in: 2023
Publisher: FOKUS FUSECO Forum 2023
DOI: 10.5281/zenodo.10033728

Information Bottleneck-Inspired Type Based Multiple Access for Remote Estimation in IoT Systems (opens in new window)

Author(s): Meiyi Zhu; Chunyan Feng; Caili Guo; Nan Jiang; Osvaldo Simeone
Published in: IEEE SIGNAL PROCESSING LETTERS, Issue 30, 2023, ISSN 1558-2361
Publisher: IEEE
DOI: 10.48550/arxiv.2212.09337

Cooperative Navigation via Relational Graphs and State Abstraction (opens in new window)

Author(s): Salwa Mostafa; Mohamed K. Abdel-Aziz; Mehdi Bennis
Published in: IEEE Networking Letters, 2023, ISSN 2576-3156
Publisher: IEEE
DOI: 10.1109/LNET.2023.3285295

Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction (opens in new window)

Author(s): Kfir M. Cohen; Sangwoo Park; Osvaldo Simeone; Petar Popovski; Shlomo Shamai
Published in: IEEE SIGNAL PROCESSING LETTERS, Issue 30, 2023, ISSN 1558-2361
Publisher: IEEE
DOI: 10.48550/arxiv.2302.07675

Scalable and Resource-Efficient Second-Order Federated Learning via Over-the-Air Aggregation (opens in new window)

Author(s): A. Ghalkha, C. Ben Issaid and M. Bennis
Published in: IEEE Wireless Communications Letters, Issue 14, 2024, ISSN 2162-2345
Publisher: IEEE
DOI: 10.1109/LWC.2024.3521027

IEEE/ACM Transactions on Networking (opens in new window)

Author(s): Chetna Singhal; Yashuo Wu; Francesco Malandrino; Marco Levorato; Carla Fabiana Chiasserini
Published in: IEEE Transactions on Networking, 2025, ISSN 1063-6692
Publisher: IEEE
DOI: 10.1109/TON.2025.3543848

Bayesian and Multi-Armed Contextual Meta-Optimization for Efficient Wireless Radio Resource Management (opens in new window)

Author(s): Yunchuan Zhang; Osvaldo Simeone; Sharu Theresa Jose; Lorenzo Maggi; Alvaro Valcarce Rial
Published in: IEEE Transactions on Cognitive Communications and Networking, Issue Vol. 9, Issue 5, 2023, ISSN 2332-7731
Publisher: IEEE
DOI: 10.48550/arxiv.2301.06510

The Role of AI in 6G MAC (opens in new window)

Author(s): Valcarce Rial, Alvaro; Kela, Petteri; Mandelli, Silvio; Viswanathan, Harish
Published in: 2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2023, ISSN 2575-4912
Publisher: IEEE Communications Magazine
DOI: 10.1109/eucnc/6gsummit60053.2024.10597082

Learning Latent Wireless Dynamics From Channel State Information (opens in new window)

Author(s): Charbel Bou Chaaya, Abanoub M. Girgis, Mehdi Bennis
Published in: IEEE Wireless Communications Letters, Issue 14, 2024, ISSN 2162-2337
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LWC.2024.3510943

Tuning DNN Model Compression to Resource and Data Availability in Cooperative Training (opens in new window)

Author(s): Francesco Malandrino, Giuseppe Di Giacomo, Armin Karamzade, Marco Levorato, Carla Fabiani Chiasserini
Published in: IEEE/ACM Transactions on Networking, 2023, ISSN 1558-2566
Publisher: IEEE
DOI: 10.1109/TNET.2023.3323023

IEEE Internet of Things Journal (opens in new window)

Author(s): Abanoub M. Girgis; Hyowoon Seo; Jihong Park; Mehdi Bennis
Published in: IEEE Internet of Things Journal, 2023, ISSN 2327-4662
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/JIOT.2023.3337109

Human-centric decision-making in cell-less 6G networks (opens in new window)

Author(s): Emma Chiaramello, Carla Fabiana Chiasserini, Francesco Malandrino, Alessandro Nordio, Marta Parazzini, Alvaro Valcarce
Published in: Computer Networks, Issue 270, 2025, ISSN 1389-1286
Publisher: Elsevier BV
DOI: 10.1016/J.COMNET.2025.111522

Computer Networks (opens in new window)

Author(s): Francesco Malandrino, Alessandro Nordio, Carla Fabiana Chiasserini
Published in: Computer Networks, 2024, 2024, ISSN 1389-1286
Publisher: COMPUTER NETWORKS
DOI: 10.48550/arXiv.2402.14737

Robust PACm: Training Ensemble Models Under Misspecification and Outliers (opens in new window)

Author(s): Matteo Zecchin; Sangwoo Park; Osvaldo Simeone; Marios Kountouris; David Gesbert
Published in: IEEE Transactions on Neural Networks and Learning Systems, 2023, ISSN 2162-2388
Publisher: IEEE
DOI: 10.48550/arxiv.2203.01859

Towards sustainable 6G: A collaborative call to action for addressing environmental challenges in (and thanks to) future mobile networks (opens in new window)

Author(s): Regis Decorme; Sébastien Faye; Monique Calisti; Simon Pryor; Indrakshi Dey; Maria Pia Fanti; Francesco Malandrino; Chiara Lombardo
Published in: Sustainable Places 2024, 2024, ISSN 1558-2361
Publisher: Open Research Europe
DOI: 10.12688/OPENRESEUROPE.18767.1

On Learning Generalized Wireless MAC Communication Protocols via a Feasible Multi-Agent Reinforcement Learning Framework (opens in new window)

Author(s): Luciano Miuccio, Salvatore Riolo, Sumudu Samarakoon, Mehdi Bennis, Daniela Panno
Published in: IEEE Transactions on Machine Learning in Communications and Networking, Issue 2, 2024, ISSN 2831-316X
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMLCN.2024.3368367

IEEE Internet of Things Journal (opens in new window)

Author(s): Abanoub M. Girgis; Hyowoon Seo; Jihong Park; Mehdi Bennis
Published in: IEEE Internet of Things Journal, Issue 7, 2024, ISSN 2327-4662
Publisher: IEEE
DOI: 10.1109/JIOT.2023.3337109

Cooperative Navigation via Relational Graphs and State Abstraction (opens in new window)

Author(s): Mohamed K. Abdel-Aziz, Mohammed S. Elbamby, Sumudu Samarakoon, Mehdi Bennis
Published in: IEEE Networking Letters, 2023, ISSN 2576-3156
Publisher: IEEE
DOI: 10.1109/LNET.2023.3285295

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