Going Beyond RF: How AI-enabled Multimodal Beamforming will Shape the NextG Standard

no code implementations • 30 Mar 2022 • Debashri Roy, Batool Salehi, Stella Banou, Subhramoy Mohanti, Guillem Reus-Muns, Mauro Belgiovine, Prashant Ganesh, Carlos Bocanegra, Chris Dick, Kaushik Chowdhury

Incorporating artificial intelligence and machine learning (AI/ML) methods within the 5G wireless standard promises autonomous network behavior and ultra-low-latency reconfiguration.

Edge-computing

AirNN: Neural Networks with Over-the-Air Convolution via Reconfigurable Intelligent Surfaces

no code implementations • 7 Feb 2022 • Sara Garcia Sanchez, Guillem Reus Muns, Carlos Bocanegra, Yanyu Li, Ufuk Muncuk, Yousof Naderi, Yanzhi Wang, Stratis Ioannidis, Kaushik R. Chowdhury

In this paper, we design and implement the first-of-its-kind over-the-air convolution and demonstrate it for inference tasks in a convolutional neural network (CNN).