… The aerial vehicle network can provide services for special… access network through
multi-satellite cooperation for the whole integration network, and dynamically provide cell-like access …

… federated learning (OTA-FL), leveraging the superposition feature of multi-access channels
(MACs), enables users at the network … , including single-antenna OTA-FL, multi-antenna OTA-…

… Abstract—Federated learning (FL) has been considered as a promising approach for …
learning without sacrificing edge-devices’ (EDs’) data privacy. However, training machine learning (…

… federated learning (FL) has emerged as a promising learning paradigm in the unmanned
aerial … in uplink OFDM systems for broadband wireless access networks,” IEEE Journal on …

… We consider an AirComp system with M edge devices, each with a single antenna connected
to the PS that is equipped with N antennas. Multiple edge devices are allowed to transmit …

… learning model caused by the non-independent and identically distributed (IID) data, we here
consider a two-tier FL network, … middle tier are the low altitude aerial platforms (UAVs), and …

… (see eg, [24], [25]), and most recently unmanned aerial vehicle networks [26]. Most existing
… To be specific, the considered networks aim at providing generic radio-access services to …

… use of unmanned aerial vehicles (UAVs) to assist the traditional ground network and provide
… Chen, “Edge caching in multiuav-enabled radio access networks: 3d modeling and spectral …

… local training and updating a shared machine learning … network concept, namely a Federated
Vehicular Network (FVN), which can be viewed as a robust distributed vehicular network…

… The use of federated learning (FL) in this scenario can facilitate communication … flexible
mobility and large communication radius of unmanned aerial vehicles (UAVs) make them ideal …