Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks

Jiayuan Ye 0001, Zhenyu Zhu, Fanghui Liu 0001, Reza Shokri, Volkan Cevher. Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks. 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{0001Z0SC23,
  title = {Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks},
  author = {Jiayuan Ye 0001 and Zhenyu Zhu and Fanghui Liu 0001 and Reza Shokri and Volkan Cevher},
  year = {2023},
  url = {http://papers.nips.cc/paper_files/paper/2023/hash/1165af8b913fb836c6280b42d6e0084f-Abstract-Conference.html},
  researchr = {https://researchr.org/publication/0001Z0SC23},
  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},
}