opendp 0.14.2-dev.20260401.2

A library of differential privacy algorithms for the statistical analysis of sensitive private data.

@inproceedings{dwork2006calibrating,
  address   = {Berlin, Heidelberg},
  author    = {Dwork, Cynthia and McSherry, Frank and Nissim, Kobbi and Smith, Adam},
  booktitle = {Theory of Cryptography},
  editor    = {Halevi, Shai and Rabin, Tal},
  isbn      = {978-3-540-32732-5},
  pages     = {265--284},
  publisher = {Springer Berlin Heidelberg},
  title     = {Calibrating Noise to Sensitivity in Private Data Analysis},
  year      = {2006}
}

@misc{vadhan2021concurrent,
  title         = {Concurrent Composition of Differential Privacy},
  author        = {Salil Vadhan and Tianhao Wang},
  year          = {2021},
  eprint        = {2105.14427},
  archiveprefix = {arXiv},
  primaryclass  = {cs.CR},
  url           = {https://arxiv.org/abs/2105.14427}
}

@misc{bun2016concentrated,
  title         = {Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds},
  author        = {Mark Bun and Thomas Steinke},
  year          = {2016},
  eprint        = {1605.02065},
  archiveprefix = {arXiv},
  primaryclass  = {cs.CR},
  url           = {https://arxiv.org/abs/1605.02065}
}

@misc{lyu2022interactive,
  title         = {Composition Theorems for Interactive Differential Privacy},
  author        = {Xin Lyu},
  year          = {2022},
  eprint        = {2207.09397},
  archiveprefix = {arXiv},
  primaryclass  = {cs.CR},
  url           = {https://arxiv.org/abs/2207.09397}
}

@misc{feldman2022individual,
  title         = {Individual Privacy Accounting via a Renyi Filter},
  author        = {Vitaly Feldman and Tijana Zrnic},
  year          = {2022},
  eprint        = {2008.11193},
  archiveprefix = {arXiv},
  primaryclass  = {cs.CR},
  url           = {https://arxiv.org/abs/2008.11193}
}

@inproceedings{dwork2006gaussian,
  author    = {Dwork, Cynthia
               and Kenthapadi, Krishnaram
               and McSherry, Frank
               and Mironov, Ilya
               and Naor, Moni},
  editor    = {Vaudenay, Serge},
  title     = {Our Data, Ourselves: Privacy Via Distributed Noise Generation},
  booktitle = {Advances in Cryptology - EUROCRYPT 2006},
  year      = {2006},
  publisher = {Springer Berlin Heidelberg},
  address   = {Berlin, Heidelberg},
  pages     = {486--503},
  isbn      = {978-3-540-34547-3}
}

@inproceedings{vadhan2023concurrent,
  series     = {STOC ’23},
  title      = {Concurrent Composition Theorems for Differential Privacy},
  url        = {http://dx.doi.org/10.1145/3564246.3585241},
  doi        = {10.1145/3564246.3585241},
  booktitle  = {Proceedings of the 55th Annual ACM Symposium on Theory of Computing},
  publisher  = {ACM},
  author     = {Vadhan, Salil and Zhang, Wanrong},
  year       = {2023},
  month      = jun,
  pages      = {507–519},
  collection = {STOC ’23}
}

@misc{whitehouse2023fullyadaptive,
  title         = {Fully Adaptive Composition in Differential Privacy},
  author        = {Justin Whitehouse and Aaditya Ramdas and Ryan Rogers and Zhiwei Steven Wu},
  year          = {2023},
  eprint        = {2203.05481},
  archiveprefix = {arXiv},
  primaryclass  = {cs.LG},
  url           = {https://arxiv.org/abs/2203.05481}
}

@inproceedings{mironov2017renyi,
  title     = {Rényi Differential Privacy},
  url       = {http://dx.doi.org/10.1109/CSF.2017.11},
  doi       = {10.1109/csf.2017.11},
  booktitle = {2017 IEEE 30th Computer Security Foundations Symposium (CSF)},
  publisher = {IEEE},
  author    = {Mironov, Ilya},
  year      = {2017},
  month     = aug,
  pages     = {263–275}
}

@misc{rogers2021payasyougo,
  title         = {Privacy Odometers and Filters: Pay-as-you-Go Composition},
  author        = {Ryan Rogers and Aaron Roth and Jonathan Ullman and Salil Vadhan},
  year          = {2021},
  eprint        = {1605.08294},
  archiveprefix = {arXiv},
  primaryclass  = {cs.CR},
  url           = {https://arxiv.org/abs/1605.08294v1}
}