38 citations · 92 across the 5 of their papers we have counts for
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cs.DC2023★ 38 cited
FlexMoE: Scaling Large-scale Sparse Pre-trained Model Training via Dynamic Device Placement
Xiaonan Nie, Xupeng Miao, Zilong Wang +5
With the increasing data volume, there is a trend of using large-scale pre-trained models to store the knowledge into an enormous number of model parameters. The training of these…
cs.DC2018★ 11 cited
Towards Efficient Large-Scale Graph Neural Network Computing
Lingxiao Ma, Zhi Yang, Youshan Miao +4
Recent deep learning models have moved beyond low-dimensional regular grids such as image, video, and speech, to high-dimensional graph-structured data, such as social networks, br…