GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation

Sina Sajadmanesh, Ali Shahin Shamsabadi, Aurélien Bellet, Daniel Gatica-Perez. GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation. In Joseph A. Calandrino, Carmela Troncoso, editors, 32nd USENIX Security Symposium, USENIX Security 2023, Anaheim, CA, USA, August 9-11, 2023. pages 3223-3240, USENIX Association, 2023. [doi]

@inproceedings{SajadmaneshSBG23,
  title = {GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation},
  author = {Sina Sajadmanesh and Ali Shahin Shamsabadi and Aurélien Bellet and Daniel Gatica-Perez},
  year = {2023},
  url = {https://www.usenix.org/conference/usenixsecurity23/presentation/sajadmanesh},
  researchr = {https://researchr.org/publication/SajadmaneshSBG23},
  cites = {0},
  citedby = {0},
  pages = {3223-3240},
  booktitle = {32nd USENIX Security Symposium, USENIX Security 2023, Anaheim, CA, USA, August 9-11, 2023},
  editor = {Joseph A. Calandrino and Carmela Troncoso},
  publisher = {USENIX Association},
}