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cs.LG2026
Data Bias Mitigation under Coverage Constraints & The Price of Fairness
Bruno Scarone, Alfredo Viola, Renée J. Miller
Machine learning models have been shown to exhibit discriminatory outcomes or degraded performance for individuals at the intersection of multiple sensitive attributes, such as rac…
cs.LG2026
The Illusion of Improvement: Reject Inference Strategies in Credit Scoring
Bruno Scarone, Ricardo Baeza-Yates
Reject inference methods are widely used to mitigate survival bias in credit scoring, yet their effectiveness remains poorly understood. We systematically evaluate several such met…