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

Rezultaty

Early results on KPIs/KVIs, testing methodologies and benchmarking

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.

Publikacje

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Autorzy: Abdulmomen Ghalka, Chaouki Ben Issaid, Anis Elgabli, Mehdi Bennis
Opublikowane w: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Wydawca: IEEE
DOI: 10.1109/ICC45041.2023.10278721

IEEE Transactions on Network and Service Management

Autorzy: S. Tripathi and C. F. Chiasserini
Opublikowane w: IEEE Transactions on Network and Service Management, Numer Volume: 18, Numer: 3, 2023, ISSN 1932-4537
Wydawca: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437278

Matching DNN Compression and Cooperative Training with Resources and Data Availability

Autorzy: Carla Fabiana Chiasserini, Francesco Malandrino, Giuseppe Di Giacomo, Marco Levorato, Armin Karamaza
Opublikowane w: 2023, ISSN 2641-9874
Wydawca: IEEE
DOI: 10.48550/arXiv.2212.02304

Modular Model-Based Bayesian Learning for Uncertainty-Aware and Reliable Deep MIMO Receivers

Autorzy: Raviv, Tomer; Park, Sangwoo; Simeone, Osvaldo; Shlezinger, Nir
Opublikowane w: IEEE International Conference on Communications 2023, 2023, ISSN 2694-2941
Wydawca: IEEE
DOI: 10.48550/arxiv.2302.02436

Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling

Autorzy: Hoydis, Jakob; Aoudia, Fayçal Aït; Cammerer, Sebastian; Nimier-David, Merlin; Binder, Nikolaus; Marcus, Guillermo; Keller, Alexander
Opublikowane w: IEEE Globecom 2023, 2023
Wydawca: -
DOI: 10.48550/arxiv.2303.11103

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

Autorzy: Salwa Mostafa, Mateus P. Mota, Alvaro Valcarce, Mehdi Bennis
Opublikowane w: 2023 IEEE Global Communications Conference: IoT and Sensor Networks, 2023
Wydawca: -
DOI: 10.48550/arXiv.2401.12914

nRMap: An Online Radio Mapping Approach for Large Intelligent Surfaces

Autorzy: Herman L. Santos, Victor Croisfelt, Cristian J. Vaca-Rubio, Taufik Abrao, Petar Popovski
Opublikowane w: 2023, ISSN 2694-2941
Wydawca: IEEE
DOI: 10.48550/arXiv.2302.02638

A Neural Receiver for 5G NR Multi-user MIMO

Autorzy: Sebastian Cammerer, Fayçal Aït Aoudia, Jakob Hoydis, Andreas Oeldemann, Andreas Roessler, Timo Mayer, Alexander Keller
Opublikowane w: IEEE Globecom 2023, 2023
Wydawca: -
DOI: 10.48550/arXiv.2312.02601

CENTRIC Flyer

Autorzy: Audrey Bienvenu
Opublikowane w: 2023
Wydawca: CENTRIC
DOI: 10.5281/zenodo.10722673

Whitepaper - The CENTRIC Project Vision on Sustainable AI-native Air-interface for 6G Networks

Autorzy: Ramoni Ojekunle Adeogun, Halid Hrasnica, Carles Navarro Manchon, Audrey Bienvenu
Opublikowane w: 2024
Wydawca: -
DOI: 10.5281/zenodo.10720915

The Role of AI on 6G MAC

Autorzy: Harish Viswanathan, Silvio Mandelli, Petteri Kela, Alvaro Valcarce Rial
Opublikowane w: IEEE COMMUNICATIONS MAGAZINE, 2023
Wydawca: IEEE
DOI: 10.36227/techrxiv.23708310

Booth rollup featuring CENTRIC & 6G-BRAINS research topics

Autorzy: Anastasius Gavras, Audrey Bienvenu
Opublikowane w: 2023
Wydawca: FOKUS FUSECO Forum 2023
DOI: 10.5281/zenodo.10033728

Information Bottleneck-Inspired Type Based Multiple Access for Remote Estimation in IoT Systems

Autorzy: Meiyi Zhu; Chunyan Feng; Caili Guo; Nan Jiang; Osvaldo Simeone
Opublikowane w: IEEE SIGNAL PROCESSING LETTERS, Numer 30, 2023, ISSN 1558-2361
Wydawca: IEEE
DOI: 10.48550/arxiv.2212.09337

Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction

Autorzy: Kfir M. Cohen; Sangwoo Park; Osvaldo Simeone; Petar Popovski; Shlomo Shamai
Opublikowane w: IEEE SIGNAL PROCESSING LETTERS, Numer 30, 2023, ISSN 1558-2361
Wydawca: IEEE
DOI: 10.48550/arxiv.2302.07675

Bayesian and Multi-Armed Contextual Meta-Optimization for Efficient Wireless Radio Resource Management

Autorzy: Yunchuan Zhang; Osvaldo Simeone; Sharu Theresa Jose; Lorenzo Maggi; Alvaro Valcarce Rial
Opublikowane w: IEEE Transactions on Cognitive Communications and Networking, Numer Vol. 9, Numer 5, 2023, ISSN 2332-7731
Wydawca: IEEE
DOI: 10.48550/arxiv.2301.06510

Tuning DNN Model Compression to Resource and Data Availability in Cooperative Training

Autorzy: Francesco Malandrino, Giuseppe Di Giacomo, Armin Karamzade, Marco Levorato, Carla Fabiani Chiasserini
Opublikowane w: IEEE/ACM Transactions on Networking, 2023, ISSN 1558-2566
Wydawca: IEEE
DOI: 10.1109/TNET.2023.3323023

IEEE Internet of Things Journal

Autorzy: Abanoub M. Girgis; Hyowoon Seo; Jihong Park; Mehdi Bennis
Opublikowane w: IEEE Internet of Things Journal, 2023, ISSN 2327-4662
Wydawca: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/JIOT.2023.3337109

Computer Networks

Autorzy: Francesco Malandrino, Alessandro Nordio, Carla Fabiana Chiasserini
Opublikowane w: Computer Networks, 2024, 2024, ISSN 1389-1286
Wydawca: COMPUTER NETWORKS
DOI: 10.48550/arXiv.2402.14737

Robust PACm: Training Ensemble Models Under Misspecification and Outliers

Autorzy: Matteo Zecchin; Sangwoo Park; Osvaldo Simeone; Marios Kountouris; David Gesbert
Opublikowane w: IEEE Transactions on Neural Networks and Learning Systems, 2023, ISSN 2162-2388
Wydawca: IEEE
DOI: 10.48550/arxiv.2203.01859

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