The Impact of Importance-Aware Dataset Partitioning on Data-Parallel Training of Deep Neural Networks

Sina Sheikholeslami, Amir Hossein Payberah, TianZe Wang, Jim Dowling, Vladimir Vlassov. The Impact of Importance-Aware Dataset Partitioning on Data-Parallel Training of Deep Neural Networks. In Marta Patiño-Martínez, João Paulo 0001, editors, Distributed Applications and Interoperable Systems - 23rd IFIP WG 6.1 International Conference, DAIS 2023, Held as Part of the 18th International Federated Conference on Distributed Computing Techniques, DisCoTec 2023, Lisbon, Portugal, June 19-23, 2023, Proceedings. Volume 13909 of Lecture Notes in Computer Science, pages 74-89, Springer, 2023. [doi]

Abstract

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