Wireless and Heterogeneity Aware Latency Efficient Federated Learning over Mobile Devices via Adaptive Subnetwork Scheduling

WHALE-FL introduces a novel subnetwork selection utility function to capture device and FL training dynamics, and guides mobile devices to adaptively select the subnetwork size for local training to accelerate FL training without sacrificing learning accuracy.