Ring-Star: A Sparse Topology for Faster Model Averaging in Decentralized Parallel SGD

Mohsan Jameel, Josif Grabocka, Mofassir ul Islam Arif, Lars Schmidt-Thieme. Ring-Star: A Sparse Topology for Faster Model Averaging in Decentralized Parallel SGD. In Peggy Cellier, Kurt Driessens, editors, Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I. Volume 1167 of Communications in Computer and Information Science, pages 333-341, Springer, 2019. [doi]

@inproceedings{JameelGAS19,
  title = {Ring-Star: A Sparse Topology for Faster Model Averaging in Decentralized Parallel SGD},
  author = {Mohsan Jameel and Josif Grabocka and Mofassir ul Islam Arif and Lars Schmidt-Thieme},
  year = {2019},
  doi = {10.1007/978-3-030-43823-4_28},
  url = {https://doi.org/10.1007/978-3-030-43823-4_28},
  researchr = {https://researchr.org/publication/JameelGAS19},
  cites = {0},
  citedby = {0},
  pages = {333-341},
  booktitle = {Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I},
  editor = {Peggy Cellier and Kurt Driessens},
  volume = {1167},
  series = {Communications in Computer and Information Science},
  publisher = {Springer},
  isbn = {978-3-030-43823-4},
}