Private Decentralized Optimization with Noise Reduction and Bias Correction

Yizhao Fan, Wenjian Luo, Jiaojiao Zhang

Private decentralized learning is affected by sampling noise, privacy noise, and decentralized bias under heterogeneous data. We propose Private Recursive Decentralized Optimizatio…