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Hoplite: Efficient Collective Communication for Task-Based Distributed Systems

Feb 13, 2020
Siyuan Zhuang, Zhuohan Li, Danyang Zhuo, Stephanie Wang, Eric Liang, Robert Nishihara, Philipp Moritz, Ion Stoica

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Policy Gradient Search: Online Planning and Expert Iteration without Search Trees

Apr 07, 2019
Thomas Anthony, Robert Nishihara, Philipp Moritz, Tim Salimans, John Schulman

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High-Dimensional Continuous Control Using Generalized Advantage Estimation

Oct 20, 2018
John Schulman, Philipp Moritz, Sergey Levine, Michael Jordan, Pieter Abbeel

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Ray: A Distributed Framework for Emerging AI Applications

Sep 30, 2018
Philipp Moritz, Robert Nishihara, Stephanie Wang, Alexey Tumanov, Richard Liaw, Eric Liang, Melih Elibol, Zongheng Yang, William Paul, Michael I. Jordan, Ion Stoica

* 17 pages, 14 figures, 13th USENIX Symposium on Operating Systems Design and Implementation, 2018 

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Tune: A Research Platform for Distributed Model Selection and Training

Jul 13, 2018
Richard Liaw, Eric Liang, Robert Nishihara, Philipp Moritz, Joseph E. Gonzalez, Ion Stoica

* 8 Pages, Presented at the 2018 ICML AutoML workshop 

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RLlib: Abstractions for Distributed Reinforcement Learning

Jun 29, 2018
Eric Liang, Richard Liaw, Philipp Moritz, Robert Nishihara, Roy Fox, Ken Goldberg, Joseph E. Gonzalez, Michael I. Jordan, Ion Stoica

* Published in the International Conference on Machine Learning (ICML 2018), 10 pages 

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Real-Time Machine Learning: The Missing Pieces

May 19, 2017
Robert Nishihara, Philipp Moritz, Stephanie Wang, Alexey Tumanov, William Paul, Johann Schleier-Smith, Richard Liaw, Mehrdad Niknami, Michael I. Jordan, Ion Stoica

* 6 pages, 3 figures 

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Trust Region Policy Optimization

Apr 20, 2017
John Schulman, Sergey Levine, Philipp Moritz, Michael I. Jordan, Pieter Abbeel

* 16 pages, ICML 2015 

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A Linearly-Convergent Stochastic L-BFGS Algorithm

Apr 13, 2016
Philipp Moritz, Robert Nishihara, Michael I. Jordan

* 10 pages, 3 figures in International Conference on Artificial Intelligence and Statistics, 2016 

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SparkNet: Training Deep Networks in Spark

Feb 28, 2016
Philipp Moritz, Robert Nishihara, Ion Stoica, Michael I. Jordan

* 12 pages, 7 figures 

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