The paper reproduces and stress-tests claims that exposure-based metrics NDKL and AWRF reveal subgroup-pair rank disparities invisible to demographic parity, and that MORAL's post-processing reduces them at minimal utility cost.
Proceedings of the 2018 World Wide Web Conference , pages=
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Fairness in Link Prediction Beyond Demographic Parity: A Reproducibility Study
The paper reproduces and stress-tests claims that exposure-based metrics NDKL and AWRF reveal subgroup-pair rank disparities invisible to demographic parity, and that MORAL's post-processing reduces them at minimal utility cost.