48 citations · 48 across the 1 of their papers we have counts for
3 papers
cs.LG2026
An Accuracy-Information Tradeoff for Loss-Difference Conditional Mutual Information
Hazar Yueksel
Loss-difference conditional mutual information (ld-CMI) uses the smallest of the standard observations in the supersample hierarchy of generalization bounds: it measures what a lea…
cs.LG2026
The Signed Geometry of One-Shot Recourse: On-Path Validity and the Signed-Curvature Criterion
Hazar Yueksel
Closed-form recourse moves a rejected user along the unit gradient of the classifier score by the promised distance , at which the lineariz…
stat.ML2019★ 48 cited
Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing
Sanghamitra Dutta, Dennis Wei, Hazar Yueksel +3
A trade-off between accuracy and fairness is almost taken as a given in the existing literature on fairness in machine learning. Yet, it is not preordained that accuracy should dec…