Decentralized SGD achieves high-probability convergence with order-optimal rates and linear speedup under standard cost assumptions matching those for MSE convergence.
A Unified Theory of Decen- tralized SGD with Changing Topology and Local Updates
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High-Probability Convergence Guarantees of Decentralized SGD
Decentralized SGD achieves high-probability convergence with order-optimal rates and linear speedup under standard cost assumptions matching those for MSE convergence.