Decentralized optimization can reach optimal solutions in fewer iterations than centralized methods for machine learning tasks.
Exact worst-case performance of first-order methods for composite convex optimization.SIAM Journal on Optimization, 27(3): 1283–1313, 2017
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Accelerating Optimization and Machine Learning through Decentralization
Decentralized optimization can reach optimal solutions in fewer iterations than centralized methods for machine learning tasks.