Spartan: A Sparsity-Adaptive Framework to Accelerate Deep Neural Network Training on GPUs

Shi Dong, Yifan Sun, Nicolas Bohm Agostini, Elmira Karimi, Daniel Lowell, Jing Zhou, José Cano 0001, José L. Abellán, David R. Kaeli. Spartan: A Sparsity-Adaptive Framework to Accelerate Deep Neural Network Training on GPUs. IEEE Trans. Parallel Distrib. Syst., 32(10):2448-2463, 2021. [doi]

@article{DongSAKLZCAK21,
  title = {Spartan: A Sparsity-Adaptive Framework to Accelerate Deep Neural Network Training on GPUs},
  author = {Shi Dong and Yifan Sun and Nicolas Bohm Agostini and Elmira Karimi and Daniel Lowell and Jing Zhou and José Cano 0001 and José L. Abellán and David R. Kaeli},
  year = {2021},
  doi = {10.1109/TPDS.2021.3067825},
  url = {https://doi.org/10.1109/TPDS.2021.3067825},
  researchr = {https://researchr.org/publication/DongSAKLZCAK21},
  cites = {0},
  citedby = {0},
  journal = {IEEE Trans. Parallel Distrib. Syst.},
  volume = {32},
  number = {10},
  pages = {2448-2463},
}