D. Murray

Most-cited papers

TensorFlow: A system for large-scale machine learning
Martín Abadi, P. Barham, Jian-Min Chen, Z. Chen +18 more
2016USENIX Symposium on Operating Systems Design and Implementation20K citations
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TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
Martín Abadi, Ashish Agarwal, P. Barham, E. Brevdo +36 more
2016arXiv.org12K citations
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Naiad: a timely dataflow system
D. Murray, F. McSherry, Rebecca Isaacs, M. Isard +2 more
2013Symposium on Operating Systems Principles898 citations Open access
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Scalability! But at what COST?
F. McSherry, M. Isard, D. Murray
2015USENIX Workshop on Hot Topics in Operating Systems371 citations
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CIEL: A Universal Execution Engine for Distributed Data-Flow Computing
D. Murray, Malte Schwarzkopf, Christopher Smowton, Steven Smith +2 more
2011Symposium on Networked Systems Design and Implementation337 citations
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Improving Xen security through disaggregation
D. Murray, Grzegorz Milos, S. Hand
2008International Conference on Virtual Execution Environments258 citations
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Differential Dataflow
F. McSherry, D. Murray, Rebecca Isaacs, M. Isard
2013Conference on Innovative Data Systems Research232 citations
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Satori: Enlightened Page Sharing
Grzegorz Milos, D. Murray, S. Hand, Michael A. Fetterman
2009USENIX Annual Technical Conference210 citations
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tf.data: A Machine Learning Data Processing Framework
D. Murray, Jiří Šimša, A. Klimovic, Ihor Indyk
2021Proceedings of the VLDB Endowment135 citations
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Dynamic control flow in large-scale machine learning
Yuan Yu, Martín Abadi, P. Barham, E. Brevdo +11 more
2018European Conference on Computer Systems114 citations Open access
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Broom: Sweeping Out Garbage Collection from Big Data Systems
Ionel Gog, Jana Giceva, Malte Schwarzkopf, K. Vaswani +6 more
2015USENIX Workshop on Hot Topics in Operating Systems100 citations
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The case for crowd computing
D. Murray, Eiko Yoneki, J. Crowcroft, S. Hand
2010Networking, Systems, and Applications for Mobile Handhelds98 citations Open access
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A computational model for TensorFlow: an introduction
Martín Abadi, M. Isard, D. Murray
2017MAPL@PLDI89 citations Open access
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Steno: automatic optimization of declarative queries
D. Murray, M. Isard, Yuan Yu
2011ACM-SIGPLAN Symposium on Programming Language Design and Implementation67 citations
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The Seven Deadly Sins of Cloud Computing Research
Malte Schwarzkopf, D. Murray, S. Hand
2012USENIX Workshop on Hot Topics in Cloud Computing56 citations
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Incremental, iterative data processing with timely dataflow
D. Murray, F. McSherry, M. Isard, Rebecca Isaacs +2 more
2016Communications of the ACM51 citations Open access
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Scripting the Cloud with Skywriting
D. Murray, S. Hand
2010USENIX Workshop on Hot Topics in Cloud Computing41 citations
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Harmony: Overcoming the hurdles of GPU memory capacity to train massive DNN models on commodity servers
Youjie Li, Amar Phanishayee, D. Murray, Jakub Tarnawski +1 more
2022Proceedings of the VLDB Endowment33 citations Open access
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Targeted Dropout
Martín Abadi, Ashish Agarwal, Paul Barham, E. Brevdo +31 more
201833 citations
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Privilege separation made easy: trusting small libraries not big processes
D. Murray, S. Hand
2008European Workshop on System Security28 citations
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MLSys: The New Frontier of Machine Learning Systems
Alexander J. Ratner, Dan Alistarh, G. Alonso, D. Andersen +65 more
201925 citations
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SysML: The New Frontier of Machine Learning Systems
Alexander J. Ratner, Dan Alistarh, G. Alonso, D. Andersen +62 more
2019arXiv.org23 citations
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Using Dust Clouds to Enhance Anonymous Communication
R. Mortier, Anil Madhavapeddy, Theodore W. Hong, D. Murray +1 more
2010Security Protocols Workshop20 citations Open access
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Interacting with Large Distributed Datasets Using Sketch
M. Budiu, Rebecca Isaacs, D. Murray, G. Plotkin +5 more
2016EGPGV@EuroVis16 citations
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A distributed execution engine supporting data-dependent control flow
D. Murray
201214 citations
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Composable Incremental and Iterative Data-Parallel Computation with Naiad
F. McSherry, Rebecca Isaacs, M. Isard, D. Murray
201214 citations
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Parallelizing the Training of the Kinect Body Parts Labeling Algorithm
M. Budiu, J. Shotton, D. Murray, M. Finocchio
201114 citations
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Spread-Spectrum Computation
D. Murray, S. Hand
2008Hot Topics in System Dependability13 citations
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Proceedings of the Fourth Conference on Machine Translation (Volume 1: Research Papers)
O. Bojar, Rajen Chatterjee, C. Federmann, Mark Fishel +496 more
201912 citations Open access
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Proceedings of the Fourth Conference on Machine Translation (Volume 3: Shared Task Papers, Day 2)
O. Bojar, Rajen Chatterjee, C. Federmann, Mark Fishel +496 more
201911 citations Open access
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Formal Analysis of a Distributed Algorithm for Tracking Progress
M. Abadi, F. McSherry, D. Murray, T. Rodeheffer
2013FMOODS/FORTE11 citations Open access
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Non-Deterministic Parallelism Considered Useful
D. Murray, S. Hand
2011USENIX Workshop on Hot Topics in Operating Systems9 citations
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Doing more with less: training large DNN models on commodity servers for the masses
Youjie Li, Amar Phanishayee, D. Murray, N. Kim
2021USENIX Workshop on Hot Topics in Operating Systems6 citations Open access
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Privilege separation made easy
D. Murray, S. Hand
20086 citations
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Naiad : The Animating Spirit of Rivers and Streams
F. McSherry, Rebecca Isaacs, M. Isard, D. Murray
20115 citations
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Supporting efficient aggregation in a task-based STM
Jean-Phillipe Martin, Christopher J. Rossbach, D. Murray, M. Isard
20132 citations
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Improving Policy Verification Capabilities of Trusted Platforms
S. Cabuk, David Plaquin Hewlett-Packard, Firstname. Lastname, Theodore W. Hong +1 more
20082 citations
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Explorer Interacting with Large Distributed Datasets using Sketch
M. Budiu, Rebecca Isaacs, D. Murray, G. Plotkin +5 more
20161 citations
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14462 – Systems and Algorithms for Large-scale Graph Analytics 2 Table of Contents Executive Summary
Eiko Yoneki, Amitabha Roy, D. Murray
20151 citations
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Task Farming in Crowd Computing
D. Murray, Karthik Nilakant, J. Crowcroft, Eiko Yoneki
2013Mobile Ad Hoc Networking1 citations
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Condensing the cloud : running C IEL on many-core Malte Schwarzkopf
Malte Schwarzkopf, D. Murray, S. Hand
20111 citations
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Boxing clever with IOMMUs
Grzegorz Milos, D. Murray
2008VMSec '081 citations
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Proceedings of the 18th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology
François Roewer-Després, A. Y. Yeung, Ilan Kogan, J. Carletta +496 more
20210 citations Open access
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SymbioticLab/tensorflow-salus: Release code for MLSys20
TensorFlower Gardener, Vijay Vasudevan, Benoit Steiner, Shanqing Cai +26 more
20200 citations
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TensorFlow Distributions Joshua
Martín Abadi, Ashish Agarwal, P. Barham, E. Brevdo +32 more
20170 citations
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Systems and Algorithms for Large-scale Graph Analytics
Eiko Yoneki, Amitabha Roy, D. Murray
20150 citations
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Please mind the gap between intra- and inter-chassis parallelism! (and how it can be closed)
Malte Schwarzkopf, D. Murray, S. Hand
2012Tiny Transactions on Computer Science0 citations
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SIGPLAN Continuation Workshop Saturday , September 24 , 2011 Tokyo , Japan ( co-located with ICFP ) Session 1 ( chair
D. Murray, Malte Schwarzkopf, Christopher Smowton, Steven Smith
20110 citations
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Draft copy , do not cite . DR AF T A polyglot approach to cloud programming
D. Murray, Christopher Smowton, Malte Schwarzkopf, Steven Smith +2 more
20110 citations
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Skywriting on CIEL: Programming the Data Center
D. Murray, S. Hand
2011Login: The Usenix Magazine0 citations
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