Microsoft at MLSys 2021
Location: Virtual
Website: MLSys 2021 (opens in new tab)
Microsoft is proud to be a sponsor of the Fourth Conference on Machine Learning and Systems. See more details on our contributions below.
All the times listed below are in Pacific Daylight Time (PDT)
Tuesday, April 6
1:30 – 2:50 PM | Communication and Storage
In-network Aggregation for Shared Machine Learning Clusters | *Outstanding Paper Award Winner
Nadeen Gebara, Manya Ghobadi, Paolo Costa
Poster Session: April 6
1:30 – 2:50 PM | Training (I)
Scaling Distributed Training with Adaptive Summation
Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Olli Saarikivi, Tianju Xu, Vadim Eksarevskiy (opens in new tab), Jaliya Ekanayake (opens in new tab), Emad Barsoum (opens in new tab)
Poster Session: April 6
5:00 – 6:00 PM | Poster
Scaling Distributed Training with Adaptive Summation
Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Olli Saarikivi, Tianju Xu, Vadim Eksarevskiy (opens in new tab), Jaliya Ekanayake (opens in new tab), Emad Barsoum (opens in new tab)
Oral Session: April 6
In-network Aggregation for Shared Machine Learning Clusters | *Outstanding Paper Award Winner
Nadeen Gebara, Manya Ghobadi, Paolo Costa
Oral Session: April 6
Thursday, April 8
1:30 – 2:50 PM | Tools
FLAML: A Fast and Lightweight AutoML Library
Chi Wang, Qingyun Wu, Markus Weimer, Erkang Zhu
Poster Session: April 8
To Bridge Neural Network Design and Real-World Performance: A Behaviour Study for Neural Networks
Xiaohu Tang, Shihao Han, Li Lyna Zhang, Ting Cao, Yunxin Liu
Poster Session: April 8
5:00 – 6:00 PM | Poster
FLAML: A Fast and Lightweight AutoML Library
Chi Wang, Qingyun Wu, Markus Weimer, Erkang Zhu
Oral Session: April 8
To Bridge Neural Network Design and Real-World Performance: A Behaviour Study for Neural Networks
Xiaohu Tang, Shihao Han, Li Lyna Zhang, Ting Cao, Yunxin Liu
Oral Session: April 8
Friday, April 9
7:00 – 11:00 AM | Workshop
Workshop of Graph Neural Networks and Systems (GNNs) (opens in new tab)
Program Committee: Marc Brockschmidt
8:00 AM – 5:00 PM | Workshop
Journal of Opportunities, Unexpected limitations, Retrospectives, Negative results, and Experiences (opens in new tab)
Organizers: Abhishek Gupta (opens in new tab), Udit Gupta, Mayoore Jaiswal, Lillian Pentecost, Shagun Sodhani, David Brooks, and Joelle Pineau
4:00 PM – 5:45 PM | Workshop
“Accelerated Learning by Exploiting Popular Choices” | PeRSonAl @ MLSys 2021 (opens in new tab)
Speaker: Divya Mahajan
Saturday, April 10
7:00 – 11:00 AM | Workshop
Workshop of Graph Neural Networks and Systems (GNNs) (2nd day) (opens in new tab)
Program Committee: Marc Brockschmidt