activity
19982022
most citedGraphLab: A New Framework For Parallel Machine Learning

440 citations · 1.9k across the 40 of their papers we have counts for

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Showing 2020 · cs.DCShow all

8 papers · 2 filters

cs.DC2020★ 4 cited

Scaling Replicated State Machines with Compartmentalization [Technical Report]

Michael Whittaker, Ailidani Ailijiang, Aleksey Charapko +6

State machine replication protocols, like MultiPaxos and Raft, are a critical component of many distributed systems and databases. However, these protocols offer relatively low thr…

cs.DC2020★ 10 cited

A FaaS File System for Serverless Computing

Johann Schleier-Smith, Leonhard Holz, Nathan Pemberton +1

Serverless computing with cloud functions is quickly gaining adoption, but constrains programmers with its limited support for state management. We introduce a shared file system f…

cs.DC2020★ 3 cited

Matchmaker Paxos: A Reconfigurable Consensus Protocol [Technical Report]

Michael Whittaker, Neil Giridharan, Adriana Szekeres +4

State machine replication protocols, like MultiPaxos and Raft, are at the heart of nearly every strongly consistent distributed database. To tolerate machine failures, these protoc…

cs.DC2020★ 6 cited

Optimizing Prediction Serving on Low-Latency Serverless Dataflow

Vikram Sreekanti, Harikaran Subbaraj, Chenggang Wu +2

Prediction serving systems are designed to provide large volumes of low-latency inferences machine learning models. These systems mix data processing and computationally intensive…

cs.DC2020★ 5 cited

Hindsight Logging for Model Training

Rolando Garcia, Eric Liu, Vikram Sreekanti +5

In modern Machine Learning, model training is an iterative, experimental process that can consume enormous computation resources and developer time. To aid in that process, experie…

cs.DC2020

A Fault-Tolerance Shim for Serverless Computing

Vikram Sreekanti, Chenggang Wu, Saurav Chhatrapati +3

Serverless computing has grown in popularity in recent years, with an increasing number of applications being built on Functions-as-a-Service (FaaS) platforms. By default, FaaS pla…

cs.DC2020★ 4 cited

Bipartisan Paxos: A Modular State Machine Replication Protocol

Michael Whittaker, Neil Giridharan, Adriana Szekeres +2

There is no shortage of state machine replication protocols. From Generalized Paxos to EPaxos, a huge number of replication protocols have been proposed that achieve high throughpu…

cs.DC2020★ 227 cited

Cloudburst: Stateful Functions-as-a-Service

Vikram Sreekanti, Chenggang Wu, Xiayue Charles Lin +5

Function-as-a-Service (FaaS) platforms and "serverless" cloud computing are becoming increasingly popular. Current FaaS offerings are targeted at stateless functions that do minima…