… we study multiple FL tasks over multi-cell wireless networks, while taking into account the
inter-… In this paper, we consider over-the-air FL in a multicell wireless network, where each cell …

… Note 340 that such multihop wireless networks are useful in various IoT 341 scenarios …
345 K WDs, we represent this wireless network as a connected 346 and undirected graph G(…

… not exploit the network topology. When the topology of a wireless network becomes different,
… 2) FNN is not scalable to the number of nodes in a wireless network. When the number of …

… over the air … over the air could be highly susceptible to wireless channel fading effects.
In particular, fading could significantly degrade each client’s signal (component) in the over-the-air …

… data aggregation for IoT networks [2]. Unlike conventional wireless networks whose main
objective is to provide end-to-end information transmission, IoT networks are more interested …

… over the air. We devise a solution that enables sensors to transmit coherently over the
wireless … that demonstrate that such a design yield a large improvement in network throughput. …

… sixth generation (6G) of mobile wireless networks is to enable seamless and … of mobile
networks [6]. Our goal in this paper is to develop efficient DNN delivery techniques to the network …

… over the air interfaces in future wireless networks, including 3G enhancement and 4G mobile
networks. The … of resource allocation over the air interface. Using this QoS framework, future …

… , called over-the-air computation (AirComp), to enable efficient WDA over massive IoT networks.
… superposition property of a wireless channel to realize over-the-air aggregation of data …

… In this section, we present DSGD at the wireless network edge utilizing digital compression
and transmission over the wireless MAC, referred to as the digital DSGD (D-DSGD) algorithm…