[HTML][HTML] Over-the-air federated learning: Status quo, open challenges, and future directions
The development of applications based on artificial intelligence and implemented over
wireless networks is increasingly rapidly and is expected to grow dramatically in the future …
wireless networks is increasingly rapidly and is expected to grow dramatically in the future …
Over-the-Air Federated Learning and Optimization
Federated edge learning (FL), as an emerging distributed machine learning paradigm,
allows a mass of edge devices to collaboratively train a global model while preserving …
allows a mass of edge devices to collaboratively train a global model while preserving …
Random aggregate beamforming for over-the-air federated learning in large-scale networks
Currently, there is a growing trend in deploying ubiquitous artificial intelligence (AI)
applications at the network edge. As a promising framework that enables secure edge …
applications at the network edge. As a promising framework that enables secure edge …
Federated Learning from Heterogeneous Data via Controlled Air Aggregation with Bayesian Estimation
Federated learning (FL) is an emerging machine learning paradigm for training models
across multiple edge devices holding local data sets, without explicitly exchanging the data …
across multiple edge devices holding local data sets, without explicitly exchanging the data …
Analysis and Prediction of Mobile Industrial Internet of Things (IIoT) Communications Based on FL-GLP-Net
L Xu, S Cao, X Li, TA Gulliver - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
The number of mobile users and applications is rising quickly due to the deployment of fifth-
generation (5G) communication technology. The prevalence of smart devices and Internet of …
generation (5G) communication technology. The prevalence of smart devices and Internet of …
Joint Antenna Selection and Beamforming for Massive MIMO-enabled Over-the-Air Federated Learning
S Asaad, H Tabassum, C Ouyang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Over-the-air federated learning (OTA-FL) is an emerging technique to reduce the
computation and communication overload caused by the orthogonal transmissions of the …
computation and communication overload caused by the orthogonal transmissions of the …