… federated machine learning at the wireless network edge, … a bandwidth-limited fading multiple
access channel (MAC) … ) over this shared noisy wireless channel. We first propose a digital …

… study federated edge learning (FEEL), where wireless edge … the PS over a wireless fading
multiple access channel (MAC). … that the devices do not have channel state information (CSI), …

… Channel fading can have a strong impact on the convergence of over-the-air federated edge
… under any independently and identically distributed fading. Specifically, we reveal that the …

… edge server. To overcome this deficiency, an innovative framework namely federated edge
… features distributed learning at edge devices and update aggregation at the edge server [8]. …

… For AirComp-based gradient aggregation in FL, the work [10] introduces a truncation-based
approach for excluding the edge devices with deep fading channels to strike a good balance …

… A block fading channel model is assumed, where the channels between the PS and the
clients remain unchanged in each communication round of the FEEL process. 1) Asynchronous …

… state information (CSI) at the edge devices (EDs) or the edge … fading channel. Through
simulations, we show that the proposed scheme provides a high test accuracy in fading channel …

… CONVERGENCE ANALYSIS FOR OBDA OVER FADING CHANNELS In this section, we
extend the convergence result for AWGN channels to the more general case of fading channels. …

… Although OAC is a promising concept to address the latency issues in the aforementioned
use cases, it is challenging to realize a reliable OAC scheme under fading channels. This is …

… While prior work studied implementations of FL over wireless fading channels, … edge
learning system in which K devices communicate via an Access Point (AP) over fading channels. …