Concepedia

Fairness Generalization

Fairness Generalization is a theoretical framework in machine learning that characterizes the ability of a model to maintain fair decision-making performance across diverse, previously unseen domains or distributions by generalizing fairness-aware patterns beyond the training environment.

15

Publications

596

Citations

42

Authors

23

Institutions

Publications per year

2017–2026

12

Parents

Publications

15

Negotiated Transfer Pricing: Is Fairness Easier Said than Done?

Steven J. Kachelmeier, Kristy L. Towry · The Accounting Review · 2002 · 126 citations

, , +14

Preserving Fairness Generalization in Deepfake Detection

Lin Li, Xinan He, Yan Ju et al. · 2024 · 75 citations

, , +11

Metric Learning for Individual Fairness

Christina Ilvento · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2019 · 67 citations · Full text

, , +13

Towards Responsible AI: A Design Space Exploration of Human-Centered Artificial Intelligence User Interfaces to Investigate Fairness

Yuri Nakao, Lorenzo Strappelli, Simone Stumpf et al. · International Journal of Human-Computer Interaction · 2022 · 45 citations

, , +12

Eliciting and Enforcing Subjective Individual Fairness.

Christopher Jung, Michael Kearns, Seth Neel et al. · arXiv (Cornell University) · 2019 · 42 citations · Full text

, , +9

1–5 of 15

Authors

42

  1. AR
    Aaron Roth

    University of Pennsylvania, United States

    3 publications · 101 citations

    3

    h-index

  2. MK
    Michael Kearns

    University of Pennsylvania, United States

    3 publications · 101 citations

    3

    h-index

  3. SJ
    Steven J. Kachelmeier

    The University of Texas at Austin, United States

    2 publications · 148 citations

    2

    h-index

  4. KL
    Kristy L. Towry

    Emory University, United States

    2 publications · 148 citations

    2

    h-index

  5. YF
    Yun Fu

    Northeastern University, United States

    2 publications · 50 citations

    2

    h-index

1–5 of 42

Institutions

23

  1. Emory University

    Atlanta, United States

    2 h-index

    2 publications

    148 citations

  2. The University of Texas at Austin

    Austin, United States

    2 h-index

    2 publications

    148 citations

  3. Universidad del Noreste

    Tampico, Mexico

    2 h-index

    4 publications

    100 citations

  4. Nanchang University

    Nanchang, China

    1 h-index

    2 publications

    150 citations

  5. Philadelphia University

    Philadelphia, United States

    1 h-index

    3 publications

    90 citations

  6. The University of Texas at Dallas

    Richardson, United States

    1 h-index

    4 publications

    96 citations

  7. Association for Symbolic Logic

    Storrs, United States

    1 h-index

    1 publications

    42 citations

  8. The Ohio State University

    Columbus, United States

    1 h-index

    1 publications

    11 citations

1–8 of 23

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 98 citations

    4

    h-index

  2. The Accounting Review

    1 publications · 126 citations

    1

    h-index

  3. DROPS (Schloss Dagstuhl – Leibniz Center for Informatics)

    Repository · 1 publications · 67 citations

    1

    h-index

  4. SSRN Electronic Journal

    Repository · 1 publications · 22 citations

    1

    h-index

  5. Machine Learning

    1 publications · 16 citations

    1

    h-index

1–5