Motivated by increasing computational capabilities of wireless devices, as well as unprecedented levels of user-and device-generated data, new distributed machine learning …
H Hellström, V Fodor… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Motivated by the increasing computational capabilities of wireless devices, as well as unprecedented levels of user-and device-generated data, new distributed machine learning …
N Zhang, M Tao - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
Federated learning (FL) is a promising technique that enables many edge devices to train a machine learning model collaboratively in wireless networks. By exploiting the superposition …
Federated learning (FL) has been recognized as a viable distributed learning paradigm which trains a machine learning model collaboratively with massive mobile devices in the …
T Sery, N Shlezinger, K Cohen… - GLOBECOM 2020-2020 …, 2020 - ieeexplore.ieee.org
Federated learning (FL) is a framework for distributed learning of centralized models. In FL, a set of edge devices train a model using their local data, while repeatedly exchanging their …
N Zhang, M Tao - 2020 IEEE International Conference on …, 2020 - ieeexplore.ieee.org
To enable communication-efficient federated learning, fast model aggregation can be designed using over-the-air computation (AirComp). In order to implement a reliable and …
Z Lin, H Liu, YJA Zhang - 2021 IEEE Globecom Workshops …, 2021 - ieeexplore.ieee.org
Federated learning (FL) has recently emerged as a promising technology to enable artificial intelligence (AI) at the network edge. To improve the communication efficiency of FL, over …
Over-the-air federated learning (OTA-FL) has emerged as an efficient mechanism that exploits the superposition property of the wireless medium and performs model aggregation …
Z Wang, Y Zhou, Y Shi… - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Federated learning (FL) over resource-constrained wireless networks has recently attracted much attention. However, most existing studies consider one FL task in single-cell wireless …