AIM: Attributing, Interpreting, Mitigating Data Unfairness

Author:

Liu Zhining1ORCID,Qiu Ruizhong1ORCID,Zeng Zhichen1ORCID,Zhu Yada2ORCID,Hamann Hendrik2ORCID,Tong Hanghang1ORCID

Affiliation:

1. University of Illinois Urbana-Champaign, Urbana, IL, USA

2. IBM Research, Yorktown Heights, NY, USA

Funder

C3.ai Digital Transformation Institute

IBM-Illinois Discovery Accelerator Institute

NSF (National Science Foundation)

AFOSR

MIT-IBM Watson AI Lab

Publisher

ACM

Reference66 articles.

1. Tameem Adel, Isabel Valera, Zoubin Ghahramani, and Adrian Weller. 2019. Onenetwork adversarial fairness. In Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 33. 2412--2420.

2. Alekh Agarwal, Alina Beygelzimer, Miroslav Dudík, John Langford, and Hanna Wallach. 2018. A reductions approach to fair classification. In International conference on machine learning. PMLR, 60--69.

3. Mayank Agarwal. 2023. Individual Fairness and inFairness. https://github.com/ IBM/inFairness.

4. Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine bias. In Ethics of Data and Analytics.

5. Sina Baharlouei, Maher Nouiehed, Ahmad Beirami, and Meisam Razaviyayn. 2019. R\'enyi Fair Inference. arXiv preprint arXiv:1906.12005 (2019).

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