Federated learning with non-iid data: A survey

Z Lu, H Pan, Y Dai, X Si, Y Zhang - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Federated learning (FL) is an efficient decentralized machine learning methodology for
processing nonindependent and identically distributed (non-IID) data due to geographical …

FedDig: Robust Federated Learning Using Data Digest to Represent Absent Clients

CF Hsu, MC Chang, WC Chen - arXiv preprint arXiv:2210.00737, 2022 - arxiv.org
Federated Learning (FL) is a collaborative learning performed by a moderator that protects
data privacy. Existing cross-silo FL solutions seldom address the absence of participating …