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Optimal Receive Beamforming for Over-the-Air Computation
In this paper, we consider fast wireless data aggregation via over-the-air computation (AirComp) in Internet of Things (IoT) networks, where an access point (AP) with multiple antennas aim to recover the arithmetic mean of sensory data from multiple IoT devices.
Peer Offloading with Delayed Feedback in Fog Networks
Besides, peer competition occurs when different FNs offload tasks to one FN at the same time.
Federated learning with class imbalance reduction
Based on the scheme, a device selection algorithm towards minimal class imbalance is proposed, thus can improve the convergence performance of the global model.
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