Articles with "sparsification framework" as a keyword



MIPD: An Adaptive Gradient Sparsification Framework for Distributed DNNs Training

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Published in 2022 at "IEEE Transactions on Parallel and Distributed Systems"

DOI: 10.1109/tpds.2022.3154387

Abstract: Asynchronous training is widely used for scaling DNN training over large-scale distributed deep learning systems using the parameter server architecture. Communication has been identified as the bottleneck, since large volumes of data are exchanged during… read more here.

Keywords: sparsification; mipd adaptive; framework; sparsification framework ... See more keywords