Differentially-Private "Draw and Discard" Machine Learning: Training Distributed Model from Enormous Crowds

Vasyl Pihur, Aleksandra Korolova, Frederick Liu, Subhash Sankuratripati, Moti Yung, Dachuan Huang, Ruogu Zeng. Differentially-Private "Draw and Discard" Machine Learning: Training Distributed Model from Enormous Crowds. In Shlomi Dolev, Jonathan Katz, Amnon Meisels, editors, Cyber Security, Cryptology, and Machine Learning - 6th International Symposium, CSCML 2022, Be'er Sheva, Israel, June 30 - July 1, 2022, Proceedings. Volume 13301 of Lecture Notes in Computer Science, pages 468-486, Springer, 2022. [doi]

@inproceedings{PihurKLSYHZ22,
  title = {Differentially-Private "Draw and Discard" Machine Learning: Training Distributed Model from Enormous Crowds},
  author = {Vasyl Pihur and Aleksandra Korolova and Frederick Liu and Subhash Sankuratripati and Moti Yung and Dachuan Huang and Ruogu Zeng},
  year = {2022},
  doi = {10.1007/978-3-031-07689-3_33},
  url = {https://doi.org/10.1007/978-3-031-07689-3_33},
  researchr = {https://researchr.org/publication/PihurKLSYHZ22},
  cites = {0},
  citedby = {0},
  pages = {468-486},
  booktitle = {Cyber Security, Cryptology, and Machine Learning - 6th International Symposium, CSCML 2022, Be'er Sheva, Israel, June 30 - July 1, 2022, Proceedings},
  editor = {Shlomi Dolev and Jonathan Katz and Amnon Meisels},
  volume = {13301},
  series = {Lecture Notes in Computer Science},
  publisher = {Springer},
  isbn = {978-3-031-07689-3},
}