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02/17/2022
Delay-adaptive step-sizes for asynchronous learning
In scalable machine learning systems, model training is often paralleliz...
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09/09/2021
Asynchronous Iterations in Optimization: New Sequence Results and Sharper Algorithmic Guarantees
We introduce novel convergence results for asynchronous iterations which...
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06/18/2018
Distributed learning with compressed gradients
Asynchronous computation and gradient compression have emerged as two ke...
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10/18/2016
Analysis and Implementation of an Asynchronous Optimization Algorithm for the Parameter Server
This paper presents an asynchronous incremental aggregated gradient algo...
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05/18/2015