Concepedia

Robust Fairness

Robust Fairness is a fairness framework in machine learning that ensures equitable model performance across diverse and potentially adversarially perturbed subgroups by maintaining fairness guarantees under distributional shifts and data uncertainty.

22

Publications

899

Citations

76

Authors

36

Institutions

Publications per year

2017–2026

19

Parents

Publications

22

Robust Monotonic Optimization Framework for Multicell MISO Systems

Emil Björnson, Gan Zheng, Mats Bengtsson et al. · IEEE Transactions on Signal Processing · 2012 · 156 citations · Full text

, , +17

Outsourcing Service Fair Payment Based on Blockchain and Its Applications in Cloud Computing

Yinghui Zhang, Robert H. Deng, Ximeng Liu et al. · IEEE Transactions on Services Computing · 2018 · 138 citations

, , +13

OBFP: Optimized Blockchain-Based Fair Payment for Outsourcing Computations in Cloud Computing

Chao Lin, Debiao He, Xinyi Huang et al. · IEEE Transactions on Information Forensics and Security · 2021 · 68 citations

, , +17

Training individually fair ML models with Sensitive Subspace Robustness

Mikhail Yurochkin, Amanda Bower, Yuekai Sun · arXiv (Cornell University) · 2019 · 54 citations · Full text

, , +14

Environment Inference for Invariant Learning

Elliot Creager, Joern-Henrik Jacobsen, Richard S. Zemel · International Conference on Machine Learning · 2021 · 51 citations

, , +14

1–5 of 22

Authors

76

  1. EC
    Elliot Creager

    University of Toronto, Canada

    2 publications · 61 citations

    2

    h-index

  2. LL
    Lingjuan Lyu

    Sony Computer Science Laboratories, Japan

    2 publications · 60 citations

    2

    h-index

  3. RS
    Richard S. Zemel

    University of Toronto, Canada

    2 publications · 61 citations

    2

    h-index

  4. AB
    Ahmad Beirami

    Georgia Institute of Technology, United States

    2 publications · 52 citations

    2

    h-index

  5. XX
    Xinyi Xu

    Xidian University, China

    2 publications · 60 citations

    2

    h-index

1–5 of 76

Institutions

36

  1. California Southern University

    Chandler, United States

    2 h-index

    4 publications

    141 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    4 publications

    134 citations

  3. University of Toronto

    Toronto, Canada

    2 h-index

    2 publications

    61 citations

  4. State Key Laboratory of Cryptology

    Beijing, China

    2 h-index

    2 publications

    206 citations

  5. Apple (Germany)

    Munich, Germany

    2 h-index

    2 publications

    61 citations

  6. National University of Singapore

    Singapore, Singapore

    2 h-index

    5 publications

    195 citations

  7. Vector Institute

    Toronto, Canada

    2 h-index

    2 publications

    61 citations

  8. University of Southern California

    Los Angeles, United States

    2 h-index

    4 publications

    141 citations

1–8 of 36

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 209 citations

    7

    h-index

  2. IEEE Access

    1 publications · 17 citations

    1

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 23 citations

    1

    h-index

  4. IEEE Transactions on Services Computing

    1 publications · 138 citations

    1

    h-index

  5. GLOBECOM '05. IEEE Global Telecommunications Conference, 2005.

    Conference · 1 publications · 12 citations

    1

    h-index

1–5