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Priority-based Parameter Propagation for Distributed DNN Training


May 10, 2019
Anand Jayarajan, Jinliang Wei, Garth Gibson, Alexandra Fedorova, Gennady Pekhimenko

* In proceedings of the 2nd SysML Conference 2019 

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Poseidon: An Efficient Communication Architecture for Distributed Deep Learning on GPU Clusters


Jun 11, 2017
Hao Zhang, Zeyu Zheng, Shizhen Xu, Wei Dai, Qirong Ho, Xiaodan Liang, Zhiting Hu, Jinliang Wei, Pengtao Xie, Eric P. Xing

* To appear in 2017 USENIX Annual Technical Conference 

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Poseidon: A System Architecture for Efficient GPU-based Deep Learning on Multiple Machines


Dec 19, 2015
Hao Zhang, Zhiting Hu, Jinliang Wei, Pengtao Xie, Gunhee Kim, Qirong Ho, Eric Xing

* 14 pages, 8 figures, 6 tables 

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Petuum: A New Platform for Distributed Machine Learning on Big Data


May 14, 2015
Eric P. Xing, Qirong Ho, Wei Dai, Jin Kyu Kim, Jinliang Wei, Seunghak Lee, Xun Zheng, Pengtao Xie, Abhimanu Kumar, Yaoliang Yu

* 15 pages, 10 figures, final version in KDD 2015 under the same title 

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LightLDA: Big Topic Models on Modest Compute Clusters


Dec 04, 2014
Jinhui Yuan, Fei Gao, Qirong Ho, Wei Dai, Jinliang Wei, Xun Zheng, Eric P. Xing, Tie-Yan Liu, Wei-Ying Ma


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High-Performance Distributed ML at Scale through Parameter Server Consistency Models


Oct 29, 2014
Wei Dai, Abhimanu Kumar, Jinliang Wei, Qirong Ho, Garth Gibson, Eric P. Xing

* 19 pages, 2 figures 

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Consistent Bounded-Asynchronous Parameter Servers for Distributed ML


Dec 31, 2013
Jinliang Wei, Wei Dai, Abhimanu Kumar, Xun Zheng, Qirong Ho, Eric P. Xing

* Corrected Title 

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