AntMan: Dynamic Scaling on GPU Clusters for Deep Learning

By Wencong Xiao, Shiru Ren, Yong Li, Yang Zhang, Pengyang Hou, Zhi Li, Yihui Feng, Wei Lin, Yangqing Jia. 2020

274 citations recorded by the source corpus.

Subfields: Optimization & Training

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Optimization & Training

1. Michael Isard
2. Aakanksha Chowdhery
3. Ruoming Pang
4. Ryan Sepassi
5. Yonghui Wu
6. Joseph Dean
7. Hyeontaek Lim

Citations in the corpus

• Pathways: Asynchronous Distributed Dataflow for ML (2022, background): “Concurrent (time-multiplexed or overlapping) ML task execution (Gupta et al., 2018; Xiao et al., 2020; Bai et al., 2020; Yu and Chowd-hury, 2020; Wang et al., 2021; Lim et al., 2021) helps harvest idle resources within accelerators.”