93 citations · 192 across the 20 of their papers we have counts for
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cs.CY2021
On Fairness and Stability in Two-Sided Matchings
Gili Karni, Guy N. Rothblum, Gal Yona
There are growing concerns that algorithms, which increasingly make or influence important decisions pertaining to individuals, might produce outcomes that discriminate against pro…
cs.LG2021
Consider the Alternatives: Navigating Fairness-Accuracy Tradeoffs via Disqualification
Guy N. Rothblum, Gal Yona
In many machine learning settings there is an inherent tension between fairness and accuracy desiderata. How should one proceed in light of such trade-offs? In this work we introdu…
cs.LG2021★ 2 cited
Multi-group Agnostic PAC Learnability
Guy N Rothblum, Gal Yona
An agnostic PAC learning algorithm finds a predictor that is competitive with the best predictor in a benchmark hypothesis class, where competitiveness is measured with respect to…