A G Johnson

A Survey of Recent Advances for Tackling Data Heterogeneity in Federated Learning

2025 · Preprints.org

Federated Learning (FL), as a distributed machine learning framework, allows multiple parties to collaboratively train models without sharing their data, thereby protecting privacy and data security. However, the issue of data heterogeneity—where data distributions, feature …