Derek G. Murray
Cited by
Cited by
TensorFlow: Large-scale machine learning on heterogeneous systems
M Abadi, A Agarwal, P Barham, E Brevdo, Z Chen, C Citro, GS Corrado, ...
TensorFlow: A system for large-scale machine learning
M Abadi, P Barham, J Chen, Z Chen, A Davis, J Dean, M Devin, ...
OSDI 2016, 265--283, 2016
Naiad: a timely dataflow system
DG Murray, F McSherry, R Isaacs, M Isard, P Barham, M Abadi
Proceedings of the 24th ACM Symposium on Operating Systems Principles, 2013
Scalability! But at what COST?
F McSherry, M Isard, DG Murray
15th Workshop on Hot Topics in Operating Systems (HotOS XV), 2015
Ciel: a universal execution engine for distributed data-flow computing
DG Murray, M Schwarzkopf, C Smowton, S Smith, A Madhavapeddy, ...
NSDI 2011, 2011
Improving Xen security through disaggregation
DG Murray, G Miłós, S Hand
Proceedings of the fourth ACM SIGPLAN/SIGOPS international conference on …, 2008
Satori: Enlightened page sharing
G Miłós, DG Murray, S Hand, MA Fetterman
USENIX ATC, 1-1, 2009
Differential dataflow
F McSherry, DG Murray, R Isaacs, M Isard
Conference on Innovative Data Systems Research (CIDR), 2013
Broom: Sweeping out garbage collection from big data systems
I Gog, J Giceva, M Schwarzkopf, K Vaswani, D Vytiniotis, G Ramalingam, ...
15th Workshop on Hot Topics in Operating Systems (HotOS XV), 2015
The case for crowd computing
DG Murray, E Yoneki, J Crowcroft, S Hand
Proceedings of the second ACM SIGCOMM workshop on Networking, systems, and …, 2010
A computational model for TensorFlow: an introduction
M Abadi, M Isard, DG Murray
Proceedings of the 1st ACM SIGPLAN International Workshop on Machine …, 2017
Reachability-based coordination for cyclic dataflow
FD McSherry, R Isaacs, MA Isard, DG Murray
US Patent 9,832,068, 2017
Dynamic control flow in large-scale machine learning
Y Yu, M Abadi, P Barham, E Brevdo, M Burrows, A Davis, J Dean, ...
Proceedings of the Thirteenth EuroSys Conference, 1-15, 2018
Differential dataflow
FD McSherry, R Isaacs, MA Isard, DG Murray
US Patent 9,165,035, 2015
862015 A machine learning data processing framework
DG Murray, J Šimša, A Klimovic, I Indyk
Proceedings of the VLDB Endowment 14 (12), 2945-2958, 2021
The Seven Deadly Sins of Cloud Computing Research
M Schwarzkopf, DG Murray, S Hand
Proceedings of the 4th USENIX conference on Hot topics in cloud computing, 2012
Incremental, iterative data processing with timely dataflow
DG Murray, F McSherry, M Isard, R Isaacs, P Barham, M Abadi
Communications of the ACM 59 (10), 75-83, 2016
Steno: automatic optimization of declarative queries
DG Murray, M Isard, Y Yu
Proceedings of the 32nd ACM SIGPLAN conference on Programming language …, 2011
Scripting the cloud with Skywriting
DG Murray, S Hand
Proceedings of the 2nd USENIX conference on Hot topics in cloud computing, 12-12, 2010
MLSys: The New Frontier of Machine Learning Systems
A Ratner, D Alistarh, G Alonso, P Bailis, S Bird, N Carlini, B Catanzaro, ...
arXiv preprint arXiv:1904.03257, 2019
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