A survey of what to share in federated learning: Perspectives on model utility, privacy leakage, and communication efficiency

J Shao, Z Li, W Sun, T Zhou, Y Sun, L Liu, Z Lin… - arXiv preprint arXiv …, 2023 - arxiv.org
Federated learning (FL) has emerged as a highly effective paradigm for privacy-preserving
collaborative training among different parties. Unlike traditional centralized learning, which …

A Survey of What to Share in Federated Learning: Perspectives on Model Utility, Privacy Leakage, and Communication Efficiency

J Shao, Z Li, W Sun, T Zhou, Y Sun, L Liu, Z Lin… - arXiv e …, 2023 - ui.adsabs.harvard.edu
Federated learning (FL) has emerged as a highly effective paradigm for privacy-preserving
collaborative training among different parties. Unlike traditional centralized learning, which …