BaBE: Enhancing Fairness via Estimation of Explaining Variables
Author:
Affiliation:
1. CISPA ? Helmholtz Center for Information Security, Germany
2. Università di Roma, Italy
3. Inria and École Polytechnique (IPP), France
Funder
European Research Council (ERC) project HYPATIA
ELSA ? European Lighthouse on Secure and Safe AI
Publisher
ACM
Link
https://dl.acm.org/doi/pdf/10.1145/3630106.3659016
Reference38 articles.
1. E. Bareinboim and J. Pearl. 2013. Causal Transportability with Limited Experiments. In AAAI.
2. A General Algorithm for Deciding Transportability of Experimental Results
3. Elias Bareinboim and Judea Pearl. 2014. Transportability from multiple environments with limited experiments: Completeness results. Advances in neural information processing systems 27 (2014).
4. AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias
5. Ruta Binkyte, Daniele Gorla, and Catuscia Palamidessi. 2023. BaBE: Enhancing Fairness via Estimation of Latent Explaining Variables. arXiv preprint arXiv:2307.02891 (2023).
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