How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models

Ahmed Alaa, Boris van Breugel, Evgeny S. Saveliev, Mihaela van der Schaar. How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 290-306, PMLR, 2022. [doi]

@inproceedings{AlaaBSS22,
  title = {How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models},
  author = {Ahmed Alaa and Boris van Breugel and Evgeny S. Saveliev and Mihaela van der Schaar},
  year = {2022},
  url = {https://proceedings.mlr.press/v162/alaa22a.html},
  researchr = {https://researchr.org/publication/AlaaBSS22},
  cites = {0},
  citedby = {0},
  pages = {290-306},
  booktitle = {International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA},
  editor = {Kamalika Chaudhuri and Stefanie Jegelka and Le Song and Csaba Szepesvári and Gang Niu 0001 and Sivan Sabato},
  volume = {162},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}