A survey on over-the-air computation

A Şahin, R Yang - IEEE Communications Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Communication and computation are often viewed as separate tasks. This approach is very
effective from the perspective of engineering as isolated optimizations can be performed …

Blind Federated Learning via Over-the-Air q-QAM

S Razavikia, JMBDS Júnior, C Fischione - arXiv preprint arXiv:2311.04253, 2023 - arxiv.org
In this work, we investigate federated edge learning over a fading multiple access channel.
To alleviate the communication burden between the edge devices and the access point, we …

Asynchronous Multi-Server Federated Learning for Geo-Distributed Clients

Y Zuo, B Cox, J Decouchant, LY Chen - arXiv preprint arXiv:2406.01439, 2024 - arxiv.org
Federated learning (FL) systems enable multiple clients to train a machine learning model
iteratively through synchronously exchanging the intermediate model weights with a single …