587 citations · 1.5k across the 25 of their papers we have counts for
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cs.LG2021★ 1 cited
ECRM: Efficient Fault Tolerance for Recommendation Model Training via Erasure Coding
Kaige Liu, Jack Kosaian, K. V. Rashmi
Deep-learning-based recommendation models (DLRMs) are widely deployed to serve personalized content to users. DLRMs are large in size due to their use of large embedding tables, an…
cs.LG2018★ 41 cited
Learning a Code: Machine Learning for Approximate Non-Linear Coded Computation
Jack Kosaian, K. V. Rashmi, Shivaram Venkataraman
Machine learning algorithms are typically run on large scale, distributed compute infrastructure that routinely face a number of unavailabilities such as failures and temporary slo…