DP-Mix: Mixup-based Data Augmentation for Differentially Private Learning

Wenxuan Bao, Francesco Pittaluga, Vijay Kumar B. G, Vincent Bindschaedler. DP-Mix: Mixup-based Data Augmentation for Differentially Private Learning. In Alice Oh, Tristan Naumann, Amir Globerson, Kate Saenko, Moritz Hardt, Sergey Levine, editors, Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023. 2023. [doi]

@inproceedings{BaoPGB23,
  title = {DP-Mix: Mixup-based Data Augmentation for Differentially Private Learning},
  author = {Wenxuan Bao and Francesco Pittaluga and Vijay Kumar B. G and Vincent Bindschaedler},
  year = {2023},
  url = {http://papers.nips.cc/paper_files/paper/2023/hash/28484cee66f27fa070796b631cc5242d-Abstract-Conference.html},
  researchr = {https://researchr.org/publication/BaoPGB23},
  cites = {0},
  citedby = {0},
  booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023},
  editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine},
}