conftrace_

classifier fairness

3 papers

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Co-occurring keywords · papers mentioning both

fairness measurement (2) population statistics (1) bernstein bound (1) discrepancy bound (1) bias measurement (1) equalized odd (1) sensitive attribute (1) confidence interval (1) group fairness (1) minimax risk (1)

Papers

Bounding the fairness and accuracy of classifiers from population statistics ICML 2020 Is Your Classifier Actually Biased? Measuring Fairness under Uncertainty with Bernstein Bounds ACL 2020 Minimax Pareto Fairness: A Multi Objective Perspective ICML 2020