The Impact of Importance-Aware Dataset Partitioning on Data-Parallel Training of Deep Neural Networks

Sina Sheikholeslami, Amir Hossein Payberah, TianZe Wang, Jim Dowling, Vladimir Vlassov. The Impact of Importance-Aware Dataset Partitioning on Data-Parallel Training of Deep Neural Networks. In Marta Patiño-Martínez, João Paulo 0001, editors, Distributed Applications and Interoperable Systems - 23rd IFIP WG 6.1 International Conference, DAIS 2023, Held as Part of the 18th International Federated Conference on Distributed Computing Techniques, DisCoTec 2023, Lisbon, Portugal, June 19-23, 2023, Proceedings. Volume 13909 of Lecture Notes in Computer Science, pages 74-89, Springer, 2023. [doi]

@inproceedings{SheikholeslamiP23,
  title = {The Impact of Importance-Aware Dataset Partitioning on Data-Parallel Training of Deep Neural Networks},
  author = {Sina Sheikholeslami and Amir Hossein Payberah and TianZe Wang and Jim Dowling and Vladimir Vlassov},
  year = {2023},
  doi = {10.1007/978-3-031-35260-7_5},
  url = {https://doi.org/10.1007/978-3-031-35260-7_5},
  researchr = {https://researchr.org/publication/SheikholeslamiP23},
  cites = {0},
  citedby = {0},
  pages = {74-89},
  booktitle = {Distributed Applications and Interoperable Systems - 23rd IFIP WG 6.1 International Conference, DAIS 2023, Held as Part of the 18th International Federated Conference on Distributed Computing Techniques, DisCoTec 2023, Lisbon, Portugal, June 19-23, 2023, Proceedings},
  editor = {Marta Patiño-Martínez and João Paulo 0001},
  volume = {13909},
  series = {Lecture Notes in Computer Science},
  publisher = {Springer},
  isbn = {978-3-031-35260-7},
}