3LC - Lightweight and Effective Traffic Compression for Distributed Machine Learning
MLSys, 2019.
EI
Abstract:
The performance and efficiency of distributed machine learning (ML) depends significantly on how long it takes for nodes to exchange state changes. Overly-aggressive attempts to reduce communication often sacrifice final model accuracy and necessitate additional ML techniques to compensate for this loss, limiting their generality. Some ...More
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