Zhang, Yu

Heterogeneity-Aware Resource Allocation and Topology Design for Hierarchical Federated Edge Learning

2024 · arXiv (Cornell University)

Federated Learning (FL) provides a privacy-preserving framework for training machine learning models on mobile edge devices. Traditional FL algorithms, e.g., FedAvg, impose a heavy communication workload on these devices. To mitigate this issue, Hierarchical Federated …