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Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning



Aurick Qiao , Willie Neiswanger , Qirong Ho , Hao Zhang , Gregory R. Ganger , Eric P. Xing


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Cavs: A Vertex-centric Programming Interface for Dynamic Neural Networks



Hao Zhang , Shizhen Xu , Graham Neubig , Wei Dai , Qirong Ho , Guangwen Yang , Eric P. Xing

* Short versions of this paper were presented at AISys [email protected] 2017 and MLSys [email protected] 2017 

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Distributed Multi-Task Relationship Learning



Sulin Liu , Sinno Jialin Pan , Qirong Ho

* To appear in KDD 2017 

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



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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Strategies and Principles of Distributed Machine Learning on Big Data



Eric P. Xing , Qirong Ho , Pengtao Xie , Wei Dai


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



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

* 14 pages, 8 figures, 6 tables 

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Distributed Machine Learning via Sufficient Factor Broadcasting



Pengtao Xie , Jin Kyu Kim , Yi Zhou , Qirong Ho , Abhimanu Kumar , Yaoliang Yu , Eric Xing


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



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



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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