Publications

Grigori Fursin edited this page Jul 17, 2018 · 39 revisions

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Reference publications

The following publications introduce CK concepts and describe different practical use cases (if you find CK useful, feel free to reference any of these publications):

  1. 2018: A Collective Knowledge workflow for collaborative research into multi-objective autotuning and machine learning techniques
    [View interactive CK article] [View ArXiv] [Download BibTex]
  2. 2018: Introducing ReQuEST: an Open Platform for Reproducible and Quality-Efficient Systems-ML Tournaments
    [View interactive CK article] [View ArXiv] [Download BibTex]
  3. 2016: Collective Knowledge: towards R&D sustainability
    [View PDF] [Download BibTex]

Slides

Articles with CK workflows and components

All CK articles (concepts and use cases)

Download all references in one BibTex file.

  • "Multi-objective autotuning of MobileNets across the full software/hardware stack", Anton Lokhmotov, Nikolay Chunosov, Flavio Vella, Grigori Fursin, Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning (ACM ReQuEST-ASPLOS'18)
    [ACM DL with BibTex]
  • "A model-driven approach for a new generation of adaptive libraries", Marco Cianfriglia, Flavio Vella, Cedric Nugteren, Anton Lokhmotov, Grigori Fursin, ArXiv 1806.07060
    [ArXiv]
  • "Introducing ReQuEST: an Open Platform for Reproducible and Quality-Efficient Systems-ML Tournaments", Thierry Moreau, Anton Lokhmotov and Grigori Fursin, ArXiv 1801.06378
    [ArXiv]
  • "A Collective Knowledge workflow for collaborative research into multi-objective autotuning and machine learning techniques", Grigori Fursin, Anton Lokhmotov, Dmitry Savenko and Eben Upton, ArXiv 1801.08024, January 2018
    [ArXiv], [CK interactive report]
  • "Collective Knowledge: towards R&D sustainability", Grigori Fursin, Anton Lokhmotov and Ed Plowman, DATE'16 (Design, Automation and Test in Europe), Dresden, March 2016
    [PDF]
  • "Optimizing Convolutional Neural Networks on Embedded Platforms with OpenCL", Anton Lokhmotov and Grigori Fursin, IWOCL'16, Vienna, Austria, 2016
    [PDF], [ACM reference with BibTex]
  • "Collaborative design and optimization using Collective Knowledge", Anton Lokhmotov and Grigori Fursin, MULTIPROG'16 @ HiPEAC'16, Prague, Czech Republic, 2016
    [PDF]
  • "Collective Mind, Part II: Towards Performance- and Cost-Aware Software Engineering as a Natural Science", 18th International Workshop on Compilers for Parallel Computing (CPC'15), London, UK, January 2015
    [ArXiv], [CK-powered interactive article with BibTex]
  • "Community-driven reviewing and validation of publications", TRUST'14 at PLDI'14, Edinburgh, UK, 2014
    [PDF and BibTex]
  • "Collective Tuning Initiative: automating and accelerating development and optimization of computing systems", Proceedings of the GCC Summit, Montreal, Canada, 2009
    [PDF and BibTex]

All research publications from the CK authors

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