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cs.LG2025
Counterfactually Fair Conformal Prediction
Ozgur Guldogan, Neeraj Sarna, Yuanyuan Li +1
While counterfactual fairness of point predictors is well studied, its extension to prediction sets--central to fair decision-making under uncertainty--remains underexplored. On th…
cs.LG2023★ 1 cited
Distribution-free risk assessment of regression-based machine learning algorithms
Sukrita Singh, Neeraj Sarna, Yuanyuan Li +3
Machine learning algorithms have grown in sophistication over the years and are increasingly deployed for real-life applications. However, when using machine learning techniques in…