Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Shuaiwen Leon Song

Randomness In Neural Network Training: Characterizing The Impact of Tooling


Jun 22, 2021
Donglin Zhuang, Xingyao Zhang, Shuaiwen Leon Song, Sara Hooker

* 21 pages, 10 figures 

  Access Paper or Ask Questions

An Efficient End-to-End Deep Learning Training Framework via Fine-Grained Pattern-Based Pruning


Nov 20, 2020
Chengming Zhang, Geng Yuan, Wei Niu, Jiannan Tian, Sian Jin, Donglin Zhuang, Zhe Jiang, Yanzhi Wang, Bin Ren, Shuaiwen Leon Song, Dingwen Tao

* 11 pages, 13 figures, 2 tables 

  Access Paper or Ask Questions

A Novel Memory-Efficient Deep Learning Training Framework via Error-Bounded Lossy Compression


Nov 18, 2020
Sian Jin, Guanpeng Li, Shuaiwen Leon Song, Dingwen Tao

* 11 pages, 11 figures, 1 table, accepted by PPoPP '21 as a poster 

  Access Paper or Ask Questions

Enabling Highly Efficient Capsule Networks Processing Through A PIM-Based Architecture Design


Nov 07, 2019
Xingyao Zhang, Shuaiwen Leon Song, Chenhao Xie, Jing Wang, Weigong Zhang, Xin Fu

* To appear in the 2020 26th International Symposium on High-Performance Computer Architecture (HPCA 2020) 

  Access Paper or Ask Questions

SuperNeurons: Dynamic GPU Memory Management for Training Deep Neural Networks


Jan 13, 2018
Linnan Wang, Jinmian Ye, Yiyang Zhao, Wei Wu, Ang Li, Shuaiwen Leon Song, Zenglin Xu, Tim Kraska

* PPoPP '2018: 23nd ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming 

  Access Paper or Ask Questions