Web: http://arxiv.org/abs/2206.02868

Sept. 22, 2022, 1:12 a.m. | Murtuza N Shergadwala, Himabindu Lakkaraju, Krishnaram Kenthapadi

cs.LG updates on arXiv.org arxiv.org

Predictive models are increasingly used to make various consequential
decisions in high-stakes domains such as healthcare, finance, and policy. It
becomes critical to ensure that these models make accurate predictions, are
robust to shifts in the data, do not rely on spurious features, and do not
unduly discriminate against minority groups. To this end, several approaches
spanning various areas such as explainability, fairness, and robustness have
been proposed in recent literature. Such approaches need to be human-centered
as they cater …

arxiv human human-centric monitoring

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