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Self-Supervised Contextual Bandits in Computer Vision

Mar 18, 2020
Aniket Anand Deshmukh, Abhimanu Kumar, Levi Boyles, Denis Charles, Eren Manavoglu, Urun Dogan

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Data Transformation Insights in Self-supervision with Clustering Tasks

Feb 18, 2020
Abhimanu Kumar, Aniket Anand Deshmukh, Urun Dogan, Denis Charles, Eren Manavoglu

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Distributed Training of Deep Neural Networks with Theoretical Analysis: Under SSP Setting

Dec 11, 2015
Abhimanu Kumar, Pengtao Xie, Junming Yin, Eric P. Xing

* The paper needs more refinement 

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Scalable Modeling of Conversational-role based Self-presentation Characteristics in Large Online Forums

Dec 10, 2015
Abhimanu Kumar, Shriphani Palakodety, Chong Wang, Carolyn P. Rose, Eric P. Xing, Miaomiao Wen

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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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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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Dating Texts without Explicit Temporal Cues

Nov 10, 2012
Abhimanu Kumar, Jason Baldridge, Matthew Lease, Joydeep Ghosh

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