Concepedia

Causal Fairness

Causal Fairness is a formal framework in algorithmic fairness that belongs to the class of fairness definitions based on causal reasoning, distinguished by its explicit modeling of cause-effect relationships to assess and ensure fairness through interventions on sensitive attributes in structural causal models.

37

Publications

3.4K

Citations

106

Authors

65

Institutions

Publications per year

2017–2026

33

Parents

Publications

37

When Social Outcomes Aren′t Fair: The Effect of Causal Attributions on Preferences

Sally Blount · Organizational Behavior and Human Decision Processes · 1995 · 837 citations

, , +10

Interactional fairness judgments: The influence of causal accounts

Robert J. Bies, Debra L. Shapiro · Social Justice Research · 1987 · 769 citations

, , +9

Fairness testing: testing software for discrimination

Sainyam Galhotra, Yuriy Brun, Alexandra Meliou · 2017 · 398 citations · Full text

, , +16

Fairness in Decision-Making — The Causal Explanation Formula

Junzhe Zhang, Elias Bareinboim · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 199 citations · Full text

, , +16

Interventional Fairness

Babak Salimi, Luke Rodriguez, Bill Howe et al. · 2019 · 144 citations · Full text

, , +12

1–5 of 37

Authors

106

  1. MJ
    Matt J. Kusner

    University College London, United Kingdom

    4 publications · 198 citations

    4

    h-index

  2. DS
    Dan Suciu

    University of Washington, United States

    3 publications · 186 citations

    3

    h-index

  3. BS
    Babak Salimi

    University of Washington, United States

    3 publications · 186 citations

    3

    h-index

  4. JR
    Joshua R. Loftus

    University College London, United Kingdom

    3 publications · 111 citations

    3

    h-index

  5. EB
    Elias Bareinboim

    Purdue University West Lafayette, United States

    3 publications · 236 citations

    3

    h-index

1–5 of 106

Institutions

65

  1. Quantitative BioSciences

    Solana Beach, United States

    2 h-index

    2 publications

    45 citations

  2. University of Toronto

    Toronto, Canada

    2 h-index

    6 publications

    66 citations

  3. Purdue University West Lafayette

    West Lafayette, United States

    2 h-index

    3 publications

    479 citations

  4. University of Oxford

    Oxford, United Kingdom

    2 h-index

    4 publications

    183 citations

  5. Sun Yat-sen University

    Guangzhou, China

    2 h-index

    2 publications

    45 citations

  6. Harvard University

    Cambridge, United States

    2 h-index

    5 publications

    138 citations

  7. Vector Institute

    Toronto, Canada

    2 h-index

    2 publications

    22 citations

  8. Pennsylvania State University

    State College, United States

    2 h-index

    6 publications

    306 citations

1–8 of 65

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 354 citations

    11

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 248 citations

    2

    h-index

  3. ALTEX

    1 publications · 18 citations

    1

    h-index

  4. 1

    h-index

  5. ACM SIGMOD Record

    1 publications · 28 citations

    1

    h-index

1–5