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most citedDeceFL: A Principled Decentralized Federated Learning Framework

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cs.LG2023

Almost Sure Saddle Avoidance of Stochastic Gradient Methods without the Bounded Gradient Assumption

Jun Liu, Ye Yuan

We prove that various stochastic gradient descent methods, including the stochastic gradient descent (SGD), stochastic heavy-ball (SHB), and stochastic Nesterov's accelerated gradi…