Fifth Conference on Machine Learning and Systems · Santa Clara
Santa Clara Convention Center
Mon Apr 11th through Thu the 14th, 2022

Conference Overview

The Conference on Machine Learning and Systems targets research at the intersection of machine learning and systems. The conference aims to elicit new connections amongst these fields, including identifying best practices and design principles for learning systems, as well as developing novel learning methods and theory tailored to practical machine learning workflows. Topics include:

  • Efficient model training, inference, and serving
  • Distributed and parallel learning algorithms
  • Privacy and security for ML applications
  • Testing, debugging, and monitoring of ML applications
  • Fairness, interpretability and explainability for ML applications
  • Data preparation, feature selection, and feature extraction
  • ML programming models and abstractions
  • ML compilers and runtime
  • Programming languages for machine learning
  • Visualization of data, models, and predictions
  • Specialized hardware for machine learning
  • Hardware-efficient ML methods
  • Machine Learning for Systems
  • Systems for Machine Learning


Important Dates

Conference Sessions Mon Apr 11th through Thu the 14th
Paper Submission deadline Oct 08 '21 08:00 PM UTC *
Paper Decision Notification Jan 15 '22 07:00 AM UTC *
Registration Opens Feb 06 '22 09:00 PM UTC *
Early pricing before this date. Feb 28 '22 09:00 PM UTC *
CameraReadyDeadline Mar 04 '22 09:00 PM UTC *
Last chance for a refund on registration fees Mar 21 '22 08:00 PM UTC *
Registration Close Apr 15 '22 08:00 PM UTC *
All dates »

Timezone: »


We would like to thank our (growing) list of sponsors for their strong support for the MLSys Community. If your company would like to sponsor, please let us know.

Become a 2022 Sponsor »(not currently taking applications)


Ameet Talwalkar (President)
Virginia Smith (Secretary)
Inderjit Dhillon (Treasurer)
Matei Zaharia
Dimitris Papailiopoulos 
Vivienne Sze

Steering Committee

Jennifer Chayes 
Bill Dally 
Jeff Dean 
Michael I. Jordan 
Yann LeCun 
Fei-Fei Li 
Alex Smola 
Dawn Song 
Eric Xing


Organizing Committee


General Chair

Diana Marculescu, UT Austin

Program Chairs

Yuejie Chi, CMU
Carole-Jean Wu, Facebook

Workshop Chairs


Sponsor Chair


Publications Chair

Jakub Konečný, Google

Artifact Evaluation Chairs


Social Media Chair

Natasha Frumkin, UT Austin

The organizers can be contacted here

Program Committee »