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Advances in Asynchronous Parallel and Distributed Optimization

Jun 24, 2020
Mahmoud Assran, Arda Aytekin, Hamid Feyzmahdavian, Mikael Johansson, Michael Rabbat

* 33 pages, 4 figures 

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Communication Efficient Sparsification for Large Scale Machine Learning

Mar 13, 2020
Sarit Khirirat, Sindri Magnússon, Arda Aytekin, Mikael Johansson

* 15 pages, 5 figures, 1 table 

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Harnessing the Power of Serverless Runtimes for Large-Scale Optimization

Jan 10, 2019
Arda Aytekin, Mikael Johansson

* 9 pages, double column, 9 figures 

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POLO: a POLicy-based Optimization library

Oct 08, 2018
Arda Aytekin, Martin Biel, Mikael Johansson

* 25 pages, 7 figures 

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Analysis and Implementation of an Asynchronous Optimization Algorithm for the Parameter Server

Oct 18, 2016
Arda Aytekin, Hamid Reza Feyzmahdavian, Mikael Johansson

* 10 pages, 3 figures 

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An Asynchronous Mini-Batch Algorithm for Regularized Stochastic Optimization

May 18, 2015
Hamid Reza Feyzmahdavian, Arda Aytekin, Mikael Johansson

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