Concepedia

Inference Threats

Inference Threat refers to a privacy threat where an adversary deduces sensitive information from indirect, seemingly non-sensitive data through statistical, logical, or machine learning techniques, thereby compromising confidentiality despite the absence of direct data access.

17

Publications

1.5K

Citations

46

Authors

32

Institutions

Publications per year

2017–2026

10

Parents

Publications

17

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Samuel Yeom, Irene Giacomelli, Matt Fredrikson et al. · 2018 · 904 citations

, , +17

Label-Only Membership Inference Attacks

Christopher A. Choquette-Choo, Florian Tramèr, Nicholas Carlini et al. · arXiv (Cornell University) · 2020 · 98 citations · Full text

, , +12

Controlling logical inference in multilevel database systems

Matthew Morgenstern · 2003 · 86 citations

, , +14

Property Inference from Poisoning

Saeed Mahloujifar, Esha Ghosh, Melissa Chase · 2022 IEEE Symposium on Security and Privacy (SP) · 2022 · 63 citations

, , +14

Commutative Filters for Reducing Inference Threats in Multilevel Database Systems

Dorothy E. Denning · 1985 · 59 citations

, , +17

1–5 of 17

Authors

46

  1. MF
    Matt Fredrikson

    Carnegie Mellon University, United States

    3 publications · 935 citations

    3

    h-index

  2. SJ
    Somesh Jha

    University of Wisconsin–Madison, United States

    3 publications · 935 citations

    3

    h-index

  3. SY
    Samuel Yeom

    Carnegie Mellon University, United States

    3 publications · 935 citations

    3

    h-index

  4. IG
    Irene Giacomelli

    University of Florence, Italy

    2 publications · 915 citations

    2

    h-index

  5. MC
    Melissa Chase

    Microsoft (United States), United States

    1 publications · 63 citations

    1

    h-index

1–5 of 46

Institutions

32

  1. SRI International

    Menlo Park, United States

    2 h-index

    2 publications

    145 citations

  2. Vector Institute

    Toronto, Canada

    1 h-index

    1 publications

    98 citations

  3. Google (United States)

    Mountain View, United States

    1 h-index

    2 publications

    196 citations

  4. Rutgers, The State University of New Jersey

    New Brunswick, United States

    1 h-index

    1 publications

    22 citations

  5. Zhejiang University

    Hangzhou, China

    1 h-index

    1 publications

    27 citations

  6. Qufu Normal University

    Qufu, China

    1 h-index

    3 publications

    78 citations

  7. University of South Carolina

    Columbia, United States

    1 h-index

    1 publications

    19 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    2 publications

    1.8K citations

1–8 of 32

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 129 citations

    3

    h-index

  2. 2022 IEEE Symposium on Security and Privacy (SP)

    Conference · 1 publications · 63 citations

    1

    h-index

  3. Information Sciences

    1 publications · 19 citations

    1

    h-index

  4. 1

    h-index

  5. International Journal of Intelligent Systems

    1 publications · 26 citations

    1

    h-index

1–5