Membership Inference Attacks against Language Models via Neighbourhood Comparison

Empirical Inference

Zhijing Jin

Research Scientist

Empirical Inference

Bernhard Schölkopf

Director

Author(s):	Mattern, J. and Mireshghallah, F. and Jin, Z. and Schölkopf, B. and Sachan, M. and Berg-Kirkpatrick, T.
Book Title:	Findings of the Association for Computational Linguistics (ACL)
Pages:	11330--11343
Year:	2023
Month:	July
Editors:	Rogers, A. and Boyd{-}Graber, J. L. and Okazaki, N.
Publisher:	Association for Computational Linguistics

BibTeX Type:	Conference Paper (conference)

DOI:	10.18653/V1/2023.FINDINGS-ACL.719
Event Place:	Toronto, Canada
State:	Published

Electronic Archiving:	grant_archive

BibTeX

@conference{Matternetal23,
  title = {Membership Inference Attacks against Language Models via Neighbourhood Comparison},
  booktitle = {Findings of the Association for Computational Linguistics (ACL)},
  pages = {11330--11343},
  editors = {Rogers, A. and Boyd{-}Graber, J. L. and Okazaki, N.},
  publisher = {Association for Computational Linguistics},
  month = jul,
  year = {2023},
  author = {Mattern, J. and Mireshghallah, F. and Jin, Z. and Sch{\"o}lkopf, B. and Sachan, M. and Berg-Kirkpatrick, T.},
  doi = {10.18653/V1/2023.FINDINGS-ACL.719},
  month_numeric = {7}
}