97 citations · 327 across the 14 of their papers we have counts for
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cs.LG2019★ 4 cited
Machine Learning Systems for Highly-Distributed and Rapidly-Growing Data
Kevin Hsieh
The usability and practicality of any machine learning (ML) applications are largely influenced by two critical but hard-to-attain factors: low latency and low cost. Unfortunately,…
cs.LG2019★ 90 cited
The Non-IID Data Quagmire of Decentralized Machine Learning
Kevin Hsieh, Amar Phanishayee, Onur Mutlu +1
Many large-scale machine learning (ML) applications need to perform decentralized learning over datasets generated at different devices and locations. Such datasets pose a signific…