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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.LG2022★ 1 cited
Equal Improvability: A New Fairness Notion Considering the Long-term Impact
Ozgur Guldogan, Yuchen Zeng, Jy-yong Sohn +2
Devising a fair classifier that does not discriminate against different groups is an important problem in machine learning. Although researchers have proposed various ways of defin…