Workshop on ML for Systems at NeurIPS 2022, December 3rd, New Orleans
Workshop on ML for Systems at NeurIPS '22, Dec 3rd

Call for Papers

Machine Learning for Systems is an interdisciplinary workshop that brings together researchers in computer systems and machine learning. This workshop is meant to serve as a platform to promote discussions between researchers in these target areas.

We invite submission of up to 4-page extended abstracts in the broad area of using machine learning in the design of computer systems. We are especially interested in submissions that move beyond using machine learning to replace numerical heuristics. This year we hope to see novel system designs, streamlined cross-platform optimization, and new benchmarks for ML for Systems.

Accepted papers will be made available on the workshop website, but there will be no formal proceedings. Authors may therefore publish their work in other journals or conferences. The workshop will include invited talks from industry and academia as well as oral and poster presentations by workshop participants.

Areas of interest:

You can find accepted papers to the previous iteration of ML for Systems from NeurIPS 2018, 2019, 2020, and ISCA 2019.

  • Supervised, unsupervised, and reinforcement learning research with applications to:
    • Systems Software
    • Runtime Systems
    • Distributed Systems
    • Security
    • Compilers, data structures, and code optimization
    • Databases
    • Computer architecture, microarchitecture, and accelerators
    • Circuit design and layout
    • Interconnects and Networking
    • Storage
    • Datacenters
  • Representation learning for hardware and software
  • Optimization of computer systems and software
  • Systems modeling and simulation
  • Implementations of ML for Systems and challenges
  • High quality datasets for ML for Systems problems

Submission Instructions

We welcome submissions of up to 4 pages (not including references). This is not a strict limit, but authors are encouraged to adhere to it if possible.

All submissions must be in PDF format and should follow the NeurIPS 2022 format.

  • Submissions do not have to be anonymized.
  • Please submit your paper no later than September 30th, 2022 midnight anywhere in the world to OpenReview submission site.

Important Dates

  • Submission Deadline: September 30th, 2022 by midnight Anywhere in the World.
  • Acceptance Notifications: October 20th, 2022
  • Workshop: December 3rd, 2022

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