no code implementations • 23 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
no code implementations • 7 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.