363 citations · 593 across the 18 of their papers we have counts for
4 papers · 1 filter
Towards Demystifying Serverless Machine Learning Training
Jiawei Jiang, Shaoduo Gan, Yue Liu +6
The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several sy…
Enabling Efficient RDMA-based Synchronous Mirroring of Persistent Memory Transactions
Arash Tavakkol, Aasheesh Kolli, Stanko Novakovic +10
Synchronous Mirroring (SM) is a standard approach to building highly-available and fault-tolerant enterprise storage systems. SM ensures strong data consistency by maintaining mult…
Distributed Learning over Unreliable Networks
Chen Yu, Hanlin Tang, Cedric Renggli +5
Most of today's distributed machine learning systems assume {\em reliable networks}: whenever two machines exchange information (e.g., gradients or models), the network should guar…
On the Resilience of Routing Tables
Joan Feigenbaum, Brighten Godfrey, Aurojit Panda +3
Many modern network designs incorporate "failover" paths into routers' forwarding tables. We initiate the theoretical study of the conditions under which such resilient routing tab…