Publications

For an exhaustive list of my publications, see my Google Scholar profile.

2019

• MLSys: The New Frontier of Machine Learning Systems
  Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen, Peter Bailis, Sarah Bird, Nicholas Carlini, Bryan Catanzaro, Jennifer Chayes, Eric Chung, Bill Dally, Jeff Dean, Inderjit S. Dhillon, Alexandros 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 Hazelwood, Furong Huang, Martin Jaggi, Kevin Jamieson, Michael I. Jordan, Gauri Joshi, Rania Khalaf, Jason Knight, Jakub Konecný, Tim Kraska, Arun Kumar, Anastasios Kyrillidis, Aparna Lakshmiratan, Jing Li, Samuel Madden, H. Brendan McMahan, Erik Meijer, Ioannis Mitliagkas, Rajat Monga, Derek Murray, Kunle Olukotun, Dimitris Papailiopoulos, Gennady Pekhimenko, Christopher Ré, Theodoros Rekatsinas, Afshin Rostamizadeh, Christopher De Sa, Hanie Sedghi, Siddhartha Sen, Virginia Smith, Alex Smola, Dawn Song, Evan Sparks, Ion Stoica, Vivienne Sze, Madeleine Udell, Joaquin Vanschoren, Shivaram Venkataraman, Rashmi Vinayak, Markus Weimer, Andrew Gordon Wilson, Eric Xing, Matei Zaharia, Ce Zhang, and Ameet Talwalkar
  arXiv:1904.03257

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 Murray, and Xiaoqiang Zheng.
  In Proceedings of EuroSys 2018.

2017

• A computational model for TensorFlow: an introduction
  Martín Abadi, Michael Isard, and Derek G. Murray.
  In Proceedings of the 1st ACM SIGPLAN International Workshop on Machine Learning and Programming Languages.

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 G. Murray, Benoit Steiner, Paul Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zhang.
  In Proceedings of OSDI 2016.

• Incremental, iterative data processing with timely dataflow
  Derek G. Murray, Frank McSherry, Michael Isard, Rebecca Isaacs, Paul Barham, and Martín Abadi.
  Communications of the ACM Volume 59, Issue 10.

2015

• TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
  Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Jozefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mane, Rajat Monga, Sherry Moore, Derek Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda Viegas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng.
  arXiv:1603.04467

• Scalability! But at what COST?
  Frank McSherry, Michael Isard, and Derek G. Murray.
  In Proceedings of HotOS 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 G. Murray, Steven Hand, and Michael Isard.
  In Proceedings of HotOS 2015.

2013

• Naiad: a timely dataflow system
  Derek G. Murray, Frank McSherry, Rebecca Isaacs, Michael Isard, Paul Barham, and Martín Abadi
  In Proceedings of SOSP 2013.

• Differential dataflow
  Frank McSherry, Derek G. Murray, Rebecca Isaacs, and Michael Isard.
  In Proceedings of CIDR 2013.

2012

• The Seven Deadly Sins of Cloud Computing Research
  Malte Schwarzkopf, Derek G. Murray, and Steven Hand.
  In Proceedings of HotCloud 2012.

2011

• Parallelizing the Training of the Kinect Body Parts Labeling Algorithm
  Mihai Budiu, Jamie Shotton, Derek G. Murray, and Mark Finocchio.
  In Proceedings of Big Learning 2011.

• Steno: automatic optimization of declarative queries
  Derek G. Murray, Michael Isard, and Yuan Yu.
  In Proceedings of PLDi 2011.

• Non-deterministic parallelism considered useful
  Derek G. Murray and Steven Hand.
  In Proceedings of HotOS 2011.

• Ciel: a universal execution engine for distributed data-flow computing
  Derek G. Murray, Malte Schwarzkopf, Christopher Smowton, Steven Smith, Anil Madhavapeddy, and Steven Hand.
  In Proceedings of NSDI 2011.

2010

• The case for crowd computing
  Derek G. Murray, Eiko Yoneki, Jon Crowcroft, and Steven Hand.
  In Proceedings of MobiHeld 2010.

• Scripting the cloud with Skywriting
  Derek G. Murray and Steven Hand.
  In Proceedings of HotCloud 2010.

2009

• Satori: Enlightened page sharing
  Grzegorz Miłós, Derek G. Murray, Steven Hand, and Michael A Fetterman.
  In Proceedings of USENIX ATC 2009.

2008

• Spread-spectrum computation
  Derek G. Murray and Steven Hand.
  In Proceedings of HotDep 2008.

• Improving Xen security through disaggregation
  Derek G. Murray, Grzegorz Miłós, and Steven Hand.
  In Proceedings of VEE 2008.