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: » |
Sponsors
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)Board
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 Workshop Chairs TBA |
Sponsor Chair TBA Publications Chair Jakub Konečný, Google Artifact Evaluation Chairs TBA Social Media Chair Natasha Frumkin, UT Austin |
The organizers can be contacted here.