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certified fairness

3 papers

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Co-occurring keywords · papers mentioning both

fairness certification (2) frechet differentiability (1) distributional fairness (1) subpopulation decomposition (1) gaussian parameter smoothing (1) fairness violation (1) sensitive shifting (1) gaussian smoothing (1) metamorphic testing (1) classification model (1)

Papers

Certifying Some Distributional Fairness with Subpopulation Decomposition NeurIPS 2022 Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing ICML 2022 Metamorphic Testing and Certified Mitigation of Fairness Violations in NLP Models IJCAI 2020