Decentralized optimization can reach optimal solutions in fewer iterations than centralized methods for machine learning tasks.
Achieving geometric convergence for distributed optimization over time-varying graphs.SIAM Journal on Optimization, 27(4):2597–2633, 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.