@article{flashdpprivatetraininglargelanguagemodel,
  title = {FlashDP: Private Training Large Language Models with Efficient DP-SGD},
  author = {Liangyu Wang and Junxiao Wang and Jie Ren and Zihang Xiang and David E. Keyes and Di Wang},
  year = {2025},
  eprint = {2507.01154},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2507.01154},
}