May 19, 2022 · Our CHARLES algorithm performs channel state information (CSI) estimation and adaptive scaling to mitigate the impacts of wireless channel fading.
Our CHARLES algorithm performs channel state information (CSI) estimation and adaptive scaling to mitigate the impacts of wireless channel fading. We establish ...
Our. CHARLES algorithm performs channel state information (CSI) estimation and adaptive scaling to mitigate the impacts of wireless channel fading. We establish ...
CHARLES: Channel-Quality-Adaptive Over-the-Air Federated Learning ...
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This paper proposes an OTA-FL algorithm called CHARLES (channel- quality-aware over-the-air local estimating and scaling), which performs channel state ...
Our CHARLES algorithm performs channel state information (CSI) estimation and adaptive scaling to mitigate the impacts of wireless channel fading. We establish ...
May 25, 2024 · In this work, we propose a computation, communication efficient, and private algorithm to mitigate forgetting in continual federated learning.
CHARLES: Channel-quality-adaptive over-the-air federated learning over wireless networks · Prevention and mitigation of catastrophic failures in demand-supply ...
Jiayu Mao*, Haibo Yang*, Peiwen Qiu, Jia Liu and Aylin Yener, “CHARLES: Channel-Quality-Adaptive Over-the-Air Federated Learning over Wireless Networks,” IEEE ...
Mar 11, 2024 · We propose a federated version of adaptive gradient methods, particularly AdaGrad and Adam, within the framework of over-the-air model training.
... CHARLES: Channel-Quality-Adaptive Over-the-Air Federated Learning over Wireless Networks, in Proc. IEEE SPAWC, Oulu, Finland, June 2022. (equal contribution) ...