STILE: Exploring and Debugging Social Biases in Pre-trained Text Representations

Author:

Kabir Samia1ORCID,Li Lixiang1ORCID,Zhang Tianyi1ORCID

Affiliation:

1. Computer Science, Purdue University, United States

Publisher

ACM

Reference64 articles.

1. 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.

2. Yongsu Ahn and Yu-Ru Lin. 2019. Fairsight: Visual analytics for fairness in decision making. IEEE transactions on visualization and computer graphics 26, 1 (2019), 1086–1095.

3. Rachel KE Bellamy, Kuntal Dey, Michael Hind, Samuel C Hoffman, Stephanie Houde, Kalapriya Kannan, Pranay Lohia, Jacquelyn Martino, Sameep Mehta, Aleksandra Mojsilovic, 2018. AI Fairness 360: An extensible toolkit for detecting, understanding, and mitigating unwanted algorithmic bias. arXiv preprint arXiv:1810.01943 (2018).

4. Fairness in Criminal Justice Risk Assessments: The State of the Art

5. 'It's Reducing a Human Being to a Percentage'

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