887 citations
- Université Paris-SaclayFR9 papers
- Télécom ParisFR7 papers
- Centre National de la Recherche ScientifiqueFR5 papers
- CentraleSupélecFR4 papers
- Institut national de recherche en sciences et technologies du numériqueFR4 papers
- University of PisaIT4 papers
- Laboratoire Traitement et Communication de l’InformationFR3 papers
- Linköping UniversitySE3 papers
- Living Independently Now CenterUS3 papers
- National Research CouncilLK3 papers
- Safran (France)FR3 papers
- Sorbonne UniversitéFR3 papers
8 papers · 1 filter
Bayesian Optimization for Radio Resource Management: Open Loop Power Control
Lorenzo Maggi, Alvaro Valcarce Rial, Jakob Hoydis
We provide the reader with an accessible yet rigorous introduction to Bayesian optimisation with Gaussian processes (BOGP) for the purpose of solving a wide variety of radio resour…
Machine Learning for MU-MIMO Receive Processing in OFDM Systems
Mathieu Goutay, Fayçal Ait Aoudia, Jakob Hoydis +1
Machine learning (ML) starts to be widely used to enhance the performance of multi-user multiple-input multiple-output (MU-MIMO) receivers. However, it is still unclear if such met…
Traffic Refinery: Cost-Aware Data Representation for Machine Learning on Network Traffic
Francesco Bronzino, Paul Schmitt, Sara Ayoubi +3
Network management often relies on machine learning to make predictions about performance and security from network traffic. Often, the representation of the traffic is as importan…
Vision-Aided Radio: User Identity Match in Radio and Video Domains Using Machine Learning
Vinicius M. de Pinho, Marcello L. R. de Campos, Luis Uzeda Garcia +1
5G is designed to be an essential enabler and a leading infrastructure provider in the communication technology industry by supporting the demand for the growing data traffic and a…
Pseudo-Darwinian evolution of physical flows in complex networks
Geoffroy Berthelot, Liubov Tupikina, Min-Yeong Kang +2
The evolution of complex transport networks is investigated under three strategies of link removal: random, intentional attack and "Pseudo-Darwinian" strategy. At each evolution st…
Towards Joint Learning of Optimal MAC Signaling and Wireless Channel Access
Alvaro Valcarce, Jakob Hoydis
Communication protocols are the languages used by network nodes. Before a user equipment (UE) can exchange data with a base station (BS), it must first negotiate the conditions and…