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Xiang-Hui Cao

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Preprint Aug 2026

Noise-Robust Distributed Optimization Over Directed Graphs With Row Stochastic Matrices

In the presence of information-sharing noise, row-stochastic distributed optimization over directed and unbalanced graphs can suffer not only from noise accumulation in gradient tracking, but also from distortion of the left eigenvector-based gradient scaling used for imbalance compensation. To address these issues, th...

Yi-Fan Wang, Mu-Feng Wang, Xiang-Hui Cao · 0 citations

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