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Quantized Neural Network Inference with Precision Batching

Feb 26, 2020
Maximilian Lam, Zachary Yedidia, Colby Banbury, Vijay Janapa Reddi


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Quantized Reinforcement Learning (QUARL)

Oct 04, 2019
Srivatsan Krishnan, Sharad Chitlangia, Maximilian Lam, Zishen Wan, Aleksandra Faust, Vijay Janapa Reddi

* Equal contribution from first three authors 

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Word2Bits - Quantized Word Vectors

Mar 31, 2018
Maximilian Lam


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Speeding Up Distributed Machine Learning Using Codes

Jan 29, 2018
Kangwook Lee, Maximilian Lam, Ramtin Pedarsani, Dimitris Papailiopoulos, Kannan Ramchandran

* This work is published in IEEE Transactions on Information Theory and presented in part at the NIPS 2015 Workshop on Machine Learning Systems and the IEEE ISIT 2016 

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CYCLADES: Conflict-free Asynchronous Machine Learning

May 31, 2016
Xinghao Pan, Maximilian Lam, Stephen Tu, Dimitris Papailiopoulos, Ce Zhang, Michael I. Jordan, Kannan Ramchandran, Chris Re, Benjamin Recht


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