The Panaceas for Improving Low-Rank Decomposition in Communication-Efficient Federated Learning

Shiwei Li; Xiandi Luo; Haozhao Wang; Xing Tang; Shijie Xu; Weihong Luo; Yuhua Li; Xiuqiang He; Ruixuan Li

2025 ICML ICML 2025

The Panaceas for Improving Low-Rank Decomposition in Communication-Efficient Federated Learning

Abstract

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Authors

Shiwei Li, Xiandi Luo, Haozhao Wang, Xing Tang, Shijie Xu, Weihong Luo, Yuhua Li, Xiuqiang He, Ruixuan Li

Keywords

low-rank decomposition convergence communication-efficient federated learning aggregation-aware decomposition block-wise kronecker decomposition model update decomposition

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