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Private Decentralized Optimization with Noise Reduction and Bias Correction

Fan, Yizhao et al.
arXiv (All) · Papers
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machine-learning
Private decentralized learning is affected by sampling noise, privacy noise, and decentralized bias under heterogeneous data. We propose Private Recursive Decentralized Optimization (PRDO). PRDO uses recursive estimation with same-batch gradient differences to reduce estimation errors caused by samp
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