Search Results for author: Aaron J. Elmore

Found 2 papers, 0 papers with code

CIAO: An Optimization Framework for Client-Assisted Data Loading

no code implementations23 Feb 2021 Cong Ding, Dixin Tang, Xi Liang, Aaron J. Elmore, Sanjay Krishnan

In this paper, we present CIAO, a tunable system to enable client cooperation with the server to enable efficient partial loading and data skipping for a given workload.

Databases

Understanding and Optimizing Packed Neural Network Training for Hyper-Parameter Tuning

no code implementations7 Feb 2020 Rui Liu, Sanjay Krishnan, Aaron J. Elmore, Michael J. Franklin

As neural networks are increasingly employed in machine learning practice, how to efficiently share limited training resources among a diverse set of model training tasks becomes a crucial issue.

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