Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning

Paper

• "Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning"

Dataset

• MNIST
• FEMNIST

Model

• SGD
• Geometrics Median
• Median
• RSA
• Stochastic ADMM (Our Method)

Guidebook

• all_except_femnist: this folder is for all experiments except the femnist dataset (Figure 1-7 in the paper).
• noniid-on-femnist: this folder is for the experiments on femnist dataset (Figure 8 in the paper).
• replot_in_matlab: this folder is for replotting the experimental results in Matlab to consistently draw the figures in the paper.