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math.OC2023
Distributed Random Reshuffling Methods with Improved Convergence
Kun Huang, Linli Zhou, Shi Pu
This paper proposes two distributed random reshuffling methods, namely Gradient Tracking with Random Reshuffling (GT-RR) and Exact Diffusion with Random Reshuffling (ED-RR), to sol…
math.OC2023
A Linearly Convergent Robust Compressed Push-Pull Method for Decentralized Optimization
Yiwei Liao, Zhuorui Li, Shi Pu
In the modern paradigm of multi-agent networks, communication has become one of the main bottlenecks for decentralized optimization, where a large number of agents are involved in…