Derek Gordon Murray

According to our database, Derek Gordon Murray authored at least 30 papers between 2008 and 2021.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of three.

2021

tf.data: A Machine Learning Data Processing Framework.

Derek Gordon Murray, Jiri Simsa, Ana Klimovic, Ihor Indyk

Proc. VLDB Endow., 2021

2019

SysML: The New Frontier of Machine Learning Systems.

Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen, Peter Bailis, Sarah Bird, Nicholas Carlini, Bryan Catanzaro, Eric S. Chung, Bill Dally, Jeff Dean, Inderjit S. Dhillon, Alexandros G. Dimakis, Pradeep Dubey, Charles Elkan, Grigori Fursin, Gregory R. Ganger, Lise Getoor, Phillip B. Gibbons, Garth A. Gibson, Joseph E. Gonzalez, Justin Gottschlich, Song Han, Kim M. Hazelwood, Furong Huang, Martin Jaggi, Kevin G. Jamieson, Michael I. Jordan, Gauri Joshi, Rania Khalaf, Jason Knight, Jakub Konecný, Tim Kraska, Arun Kumar, Anastasios Kyrillidis, Jing Li, Samuel Madden, H. Brendan McMahan, Erik Meijer, Ioannis Mitliagkas, Rajat Monga, Derek Gordon Murray, Dimitris S. Papailiopoulos, Gennady Pekhimenko, Theodoros Rekatsinas, Afshin Rostamizadeh, Christopher Ré, Christopher De Sa, Hanie Sedghi, Siddhartha Sen, Virginia Smith, Alex Smola, Dawn Song, Evan R. Sparks, Ion Stoica, Vivienne Sze, Madeleine Udell, Joaquin Vanschoren, Shivaram Venkataraman, Rashmi Vinayak, Markus Weimer, Andrew Gordon Wilson, Eric P. Xing, Matei Zaharia, Ce Zhang, Ameet Talwalkar

CoRR, 2019

2018

Dynamic control flow in large-scale machine learning.

Yuan Yu, Martín Abadi, Paul Barham, Eugene Brevdo, Mike Burrows, Andy Davis, Jeff Dean, Sanjay Ghemawat, Tim Harley, Peter Hawkins, Michael Isard, Manjunath Kudlur, Rajat Monga, Derek Gordon Murray, Xiaoqiang Zheng

Proceedings of the Thirteenth EuroSys Conference, 2018

2017

A computational model for TensorFlow: an introduction.

Martín Abadi, Michael Isard, Derek Gordon Murray

Proceedings of the 1st ACM SIGPLAN International Workshop on Machine Learning and Programming Languages, 2017

2016

TensorFlow: A system for large-scale machine learning.

Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek Gordon Murray, Benoit Steiner, Paul A. Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, Xiaoqiang Zhang

CoRR, 2016

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems.

Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Gregory S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian J. Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Józefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Gordon Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul A. Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda B. Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, Xiaoqiang Zheng

CoRR, 2016

Incremental, iterative data processing with timely dataflow.

Derek Gordon Murray, Frank McSherry, Michael Isard, Rebecca Isaacs, Paul Barham, Martín Abadi

Commun. ACM, 2016

TensorFlow: A System for Large-Scale Machine Learning.

Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek Gordon Murray, Benoit Steiner, Paul A. Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, Xiaoqiang Zheng

Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation, 2016

2015

Scalability! But at what COST?

Frank McSherry, Michael Isard, Derek Gordon Murray

Proceedings of the 15th Workshop on Hot Topics in Operating Systems, 2015

Broom: Sweeping Out Garbage Collection from Big Data Systems.

Ionel Gog, Jana Giceva, Malte Schwarzkopf, Kapil Vaswani, Dimitrios Vytiniotis, Ganesan Ramalingam, Manuel Costa, Derek Gordon Murray, Steven Hand, Michael Isard

Proceedings of the 15th Workshop on Hot Topics in Operating Systems, 2015

2014

Systems and Algorithms for Large-scale Graph Analytics (Dagstuhl Seminar 14462).

Eiko Yoneki, Amitabha Roy, Derek Gordon Murray

Dagstuhl Reports, 2014

2013

Naiad: a timely dataflow system.

Derek Gordon Murray, Frank McSherry, Rebecca Isaacs, Michael Isard, Paul Barham, Martín Abadi

Proceedings of the ACM SIGOPS 24th Symposium on Operating Systems Principles, 2013

Formal Analysis of a Distributed Algorithm for Tracking Progress.

Martín Abadi, Frank McSherry, Derek Gordon Murray, Thomas L. Rodeheffer

Proceedings of the Formal Techniques for Distributed Systems, 2013

Differential Dataflow.

Frank McSherry, Derek Gordon Murray, Rebecca Isaacs, Michael Isard

Proceedings of the Sixth Biennial Conference on Innovative Data Systems Research, 2013

Task Farming in Crowd Computing.

Derek Gordon Murray, Karthik Nilakant, Jon Crowcroft, Eiko Yoneki

Proceedings of the Mobile Ad Hoc Networking: Cutting Edge Directions, Second Edition, 2013

2012

A distributed execution engine supporting data-dependent control flow.

Derek Gordon Murray

PhD thesis, 2012

Please mind the gap between intra- and inter-chassis parallelism! (and how it can be closed).

Malte Schwarzkopf, Derek Gordon Murray, Steven Hand

Tiny Trans. Comput. Sci., 2012

The Seven Deadly Sins of Cloud Computing Research.

Malte Schwarzkopf, Derek Gordon Murray, Steven Hand

Proceedings of the 4th USENIX Workshop on Hot Topics in Cloud Computing, 2012

2011

Skywriting on CIEL: Programming the Data Center.

Derek Gordon Murray, Steven Hand

login Usenix Mag., 2011

Steno: automatic optimization of declarative queries.

Derek Gordon Murray, Michael Isard, Yuan Yu

Proceedings of the 32nd ACM SIGPLAN Conference on Programming Language Design and Implementation, 2011

CIEL: A Universal Execution Engine for Distributed Data-Flow Computing.

Derek Gordon Murray, Malte Schwarzkopf, Christopher Smowton, Steven Smith, Anil Madhavapeddy, Steven Hand

Proceedings of the 8th USENIX Symposium on Networked Systems Design and Implementation, 2011

Non-Deterministic Parallelism Considered Useful.

Derek Gordon Murray, Steven Hand

Proceedings of the 13th Workshop on Hot Topics in Operating Systems, 2011

2010

Using Dust Clouds to Enhance Anonymous Communication.

Richard Mortier, Anil Madhavapeddy, Theodore Hong, Derek Gordon Murray, Malte Schwarzkopf

Proceedings of the Security Protocols XVIII, 2010

The case for crowd computing.

Derek Gordon Murray, Eiko Yoneki, Jon Crowcroft, Steven Hand

Proceedings of the 2ndt ACM SIGCOMM Workshop on Networking, 2010

Scripting the Cloud with Skywriting.

Derek Gordon Murray, Steven Hand

Proceedings of the 2nd USENIX Workshop on Hot Topics in Cloud Computing, 2010

2009

Satori: Enlightened Page Sharing.

Grzegorz Milos, Derek Gordon Murray, Steven Hand, Michael A. Fetterman

Proceedings of the 2009 USENIX Annual Technical Conference, 2009

2008

Improving Xen security through disaggregation.

Derek Gordon Murray, Grzegorz Milos, Steven Hand

Proceedings of the 4th International Conference on Virtual Execution Environments, 2008

Spread-Spectrum Computation.

Derek Gordon Murray, Steven Hand

Proceedings of the Fourth Workshop on Hot Topics in System Dependability, 2008

Privilege separation made easy: trusting small libraries not big processes.

Derek Gordon Murray, Steven Hand

Proceedings of the First European Workshop on System Security, 2008

Boxing clever with IOMMUs.

Grzegorz Milos, Derek Gordon Murray

Proceedings of the 1st ACM Workshop on Virtual Machine Security, 2008