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

Aug 27, 2020
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

Dec 11, 2017
Hao Zhang, Shizhen Xu, Graham Neubig, Wei Dai, Qirong Ho, Guangwen Yang, Eric P. Xing

* Short versions of this paper were presented at AISys workshop@SOSP 2017 and MLSys workshop@NIPS 2017 

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Distributed Multi-Task Relationship Learning

Jun 20, 2017
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

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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Strategies and Principles of Distributed Machine Learning on Big Data

Dec 31, 2015
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

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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Distributed Machine Learning via Sufficient Factor Broadcasting

Nov 26, 2015
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

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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Model-Parallel Inference for Big Topic Models

Nov 10, 2014
Xun Zheng, Jin Kyu Kim, Qirong Ho, Eric P. Xing


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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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Primitives for Dynamic Big Model Parallelism

Jun 18, 2014
Seunghak Lee, Jin Kyu Kim, Xun Zheng, Qirong Ho, Garth A. Gibson, Eric P. Xing


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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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Structure-Aware Dynamic Scheduler for Parallel Machine Learning

Dec 30, 2013
Seunghak Lee, Jin Kyu Kim, Qirong Ho, Garth A. Gibson, Eric P. Xing


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Understanding the Interaction between Interests, Conversations and Friendships in Facebook

Oct 31, 2012
Qirong Ho, Rong Yan, Rajat Raina, Eric P. Xing


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Infinite Hierarchical MMSB Model for Nested Communities/Groups in Social Networks

Oct 09, 2010
Qirong Ho, Ankur P. Parikh, Le Song, Eric P. Xing


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