Understanding The Effectiveness of Lossy Compression in Machine Learning Training Sets

R Underwood, JC Calhoun, S Di, F Cappello - arXiv preprint arXiv …, 2024 - arxiv.org
Learning and Artificial Intelligence (ML/AI) techniques have become increasingly prevalent
in high performance computing (HPC). However, these methods depend on vast volumes of …

Approachable Error Bounded Lossy Compression

RR Underwood - 2021 - search.proquest.com
Compression is commonly used in HPC applications to move and store data. Traditional
lossless compression, however, does not provide adequate compression of floating point …