Unveiling the Wireless Network Limitations in Federated Learning

With the advent of 5G and beyond (5GB) communications, decentralized Machine Learning models in various 5GB use cases have become critical. However, wireless network settings are often overlooked in federated learning although they are the crucial factors for edge devices to send their gradient updates. In this paper, the consequences of the background traffic on the performance of the federated l...