Advancements in Federated Learning: Models, Methods, and Privacy

no code implementations • 22 Feb 2023 • Huiming Chen, Huandong Wang, Qingyue Long, Depeng Jin, Yong Li

Based on these frameworks, we have instantiated FedOpt algorithms.

Federated Learning Privacy Preserving

LoSAC: An Efficient Local Stochastic Average Control Method for Federated Optimization

no code implementations • 15 Dec 2021 • Huiming Chen, Huandong Wang, Quanming Yao, Yong Li, Depeng Jin, Qiang Yang

Federated optimization (FedOpt), which targets at collaboratively training a learning model across a large number of distributed clients, is vital for federated learning.

Federated Learning