Ring-Star: A Sparse Topology for Faster Model Averaging in Decentralized Parallel SGD

Mohsan Jameel, Josif Grabocka, Mofassir ul Islam Arif, Lars Schmidt-Thieme. Ring-Star: A Sparse Topology for Faster Model Averaging in Decentralized Parallel SGD. In Peggy Cellier, Kurt Driessens, editors, Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I. Volume 1167 of Communications in Computer and Information Science, pages 333-341, Springer, 2019. [doi]

Abstract

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