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Dense-to-Sparse Gate for Mixture-of-Experts


Dec 29, 2021
Xiaonan Nie, Shijie Cao, Xupeng Miao, Lingxiao Ma, Jilong Xue, Youshan Miao, Zichao Yang, Zhi Yang, Bin Cui


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CoCoNet: Co-Optimizing Computation and Communication for Distributed Machine Learning


May 13, 2021
Abhinav Jangda, Jun Huang, Guodong Liu, Amir Hossein Nodehi Sabet, Saeed Maleki, Youshan Miao, Madanlal Musuvathi, Todd Mytkowicz, Olli Sarikivi


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CrossoverScheduler: Overlapping Multiple Distributed Training Applications in a Crossover Manner


Mar 14, 2021
Cheng Luo, Lei Qu, Youshan Miao, Peng Cheng, Yongqiang Xiong


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Architectural Implications of Graph Neural Networks


Sep 02, 2020
Zhihui Zhang, Jingwen Leng, Lingxiao Ma, Youshan Miao, Chao Li, Minyi Guo

* in IEEE Computer Architecture Letters, vol. 19, no. 1, pp. 59-62, 1 Jan.-June 2020 
* 4 pages, published in IEEE Computer Architecture Letters (CAL) 2020 

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Towards Efficient Large-Scale Graph Neural Network Computing


Oct 19, 2018
Lingxiao Ma, Zhi Yang, Youshan Miao, Jilong Xue, Ming Wu, Lidong Zhou, Yafei Dai


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RPC Considered Harmful: Fast Distributed Deep Learning on RDMA


May 22, 2018
Jilong Xue, Youshan Miao, Cheng Chen, Ming Wu, Lintao Zhang, Lidong Zhou


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