Derek Gordon Murray

Publication Activity (10 Years)

Years Active: 2008-2021
Publications (10 Years): 12

Top Venues

CoRR

HotOS

Proc. VLDB Endow.

MAPL@PLDI

University of Cambridge, UK (PHD)

Education History

University of Cambridge, UK

PHD

Publications

Derek Gordon Murray, Jiri Simsa, Ana Klimovic, Ihor Indyk
tf.data: A Machine Learning Data Processing Framework. Proc. VLDB Endow. 14 (12) (2021)
Derek Gordon Murray, Jiri Simsa, Ana Klimovic, Ihor Indyk
tf.data: A Machine Learning Data Processing Framework. CoRR (2021)
Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen, Peter Bailis, Sarah Bird, Nicholas Carlini, Bryan Catanzaro, Eric 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
SysML: The New Frontier of Machine Learning Systems. CoRR (2019)
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
Dynamic Control Flow in Large-Scale Machine Learning. CoRR (2018)
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
Dynamic control flow in large-scale machine learning. EuroSys (2018)
Martín Abadi, Michael Isard, Derek Gordon Murray
A computational model for TensorFlow: an introduction. MAPL@PLDI (2017)
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
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems. CoRR (2016)
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
TensorFlow: A System for Large-Scale Machine Learning. OSDI (2016)
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
TensorFlow: A system for large-scale machine learning. CoRR (2016)
Derek Gordon Murray, Frank McSherry, Michael Isard, Rebecca Isaacs, Paul Barham, Martín Abadi
Incremental, iterative data processing with timely dataflow. Commun. ACM 59 (10) (2016)
Frank McSherry, Michael Isard, Derek Gordon Murray
Scalability! But at what COST? HotOS (2015)
Ionel Gog, Jana Giceva, Malte Schwarzkopf, Kapil Vaswani, Dimitrios Vytiniotis, Ganesan Ramalingam, Manuel Costa, Derek Gordon Murray, Steven Hand, Michael Isard
Broom: Sweeping Out Garbage Collection from Big Data Systems. HotOS (2015)
Eiko Yoneki, Amitabha Roy, Derek Gordon Murray
Systems and Algorithms for Large-scale Graph Analytics (Dagstuhl Seminar 14462). Dagstuhl Reports 4 (11) (2014)
Martín Abadi, Frank McSherry, Derek Gordon Murray, Thomas L. Rodeheffer
Formal Analysis of a Distributed Algorithm for Tracking Progress. FMOODS/FORTE (2013)
Derek Gordon Murray, Frank McSherry, Rebecca Isaacs, Michael Isard, Paul Barham, Martín Abadi
Naiad: a timely dataflow system. SOSP (2013)
Frank McSherry, Derek Gordon Murray, Rebecca Isaacs, Michael Isard
Differential Dataflow. CIDR (2013)
Malte Schwarzkopf, Derek Gordon Murray, Steven Hand
The Seven Deadly Sins of Cloud Computing Research. HotCloud (2012)
Malte Schwarzkopf, Derek Gordon Murray, Steven Hand
Please mind the gap between intra- and inter-chassis parallelism! (and how it can be closed). Tiny Trans. Comput. Sci. 1 (2012)
Derek Gordon Murray, Michael Isard, Yuan Yu
Steno: automatic optimization of declarative queries. PLDI (2011)
Derek Gordon Murray, Malte Schwarzkopf, Christopher Smowton, Steven Smith, Anil Madhavapeddy, Steven Hand
CIEL: A Universal Execution Engine for Distributed Data-Flow Computing. NSDI (2011)
Derek Gordon Murray, Steven Hand
Skywriting on CIEL: Programming the Data Center. login Usenix Mag. 36 (2) (2011)
Derek Gordon Murray, Steven Hand
Non-Deterministic Parallelism Considered Useful. HotOS (2011)
Derek Gordon Murray, Steven Hand
Scripting the Cloud with Skywriting. HotCloud (2010)
Derek Gordon Murray, Eiko Yoneki, Jon Crowcroft, Steven Hand
The case for crowd computing. MobiHeld (2010)
Richard Mortier, Anil Madhavapeddy, Theodore Hong, Derek Gordon Murray, Malte Schwarzkopf
Using Dust Clouds to Enhance Anonymous Communication. Security Protocols Workshop (2010)
Grzegorz Milos, Derek Gordon Murray, Steven Hand, Michael A. Fetterman
Satori: Enlightened Page Sharing. USENIX Annual Technical Conference (2009)
Derek Gordon Murray, Steven Hand
Spread-Spectrum Computation. HotDep (2008)
Grzegorz Milos, Derek Gordon Murray
Boxing clever with IOMMUs. VMSec (2008)
Derek Gordon Murray, Steven Hand
Privilege separation made easy: trusting small libraries not big processes. EUROSEC (2008)
Derek Gordon Murray, Grzegorz Milos, Steven Hand
Improving Xen security through disaggregation. VEE (2008)

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Publication Activity (10 Years)

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Derek Gordon Murray