Sensei: Sensitive set invariance for enforcing individual fairness

M Yurochkin, Y Sun - arXiv preprint arXiv:2006.14168, 2020 - arxiv.org
In this paper, we cast fair machine learning as invariant machine learning. We first formulate
a version of individual fairness that enforces invariance on certain sensitive sets. We then …
被引用次数：59 相关文章

SenSeI: Sensitive Set Invariance for Enforcing Individual Fairness

M Yurochkin, Y Sun - International Conference on Learning …, 2020 - openreview.net
In this paper, we cast fair machine learning as invariant machine learning. We first formulate
a version of individual fairness that enforces invariance on certain sensitive sets. We then …

SenSeI: Sensitive Set Invariance for Enforcing Individual Fairness

M Yurochkin, Y Sun - arXiv e-prints, 2020 - ui.adsabs.harvard.edu
In this paper, we cast fair machine learning as invariant machine learning. We first formulate
a version of individual fairness that enforces invariance on certain sensitive sets. We then …

SenSeI: Sensitive Set Invariance for Enforcing Individual Fairness

M Yurochkin, Y Sun - International Conference on Learning …, 2021 - research.ibm.com
In this paper, we cast fair machine learning as invariant machine learning. We first formulate
a version of individual fairness that enforces invariance on certain sensitive sets. We then …
[PDF] nsf.gov

[PDF][PDF] SENSEI: SENSITIVE SET INVARIANCE FOR ENFORC-ING INDIVIDUAL FAIRNESS

M Yurochkin, Y Sun - par.nsf.gov
In this paper, we cast fair machine learning as invariant machine learning. We first formulate
a version of individual fairness that enforces invariance on certain sensitive sets. We then …