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Optimal Topology Search for Fast Model Averaging in Decentralized Parallel SGD

Distributed training of deep learning models on high-latency systems necessitates decentralized parallel SGD solutions. However, existing solutions suffer from slow convergence because of hand-crafted topologies. The question arises, “for decentralized parallel SGD, is it possible to learn a topolog...

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Detalles Bibliográficos
Autores principales: Jameel, Mohsan, Jawed, Shayan, Schmidt-Thieme, Lars
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7206308/
http://dx.doi.org/10.1007/978-3-030-47436-2_67