270 citations · 352 across the 19 of their papers we have counts for
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stat.ML2021★ 2 cited
Testing Group Fairness via Optimal Transport Projections
Nian Si, Karthyek Murthy, Jose Blanchet +1
We present a statistical testing framework to detect if a given machine learning classifier fails to satisfy a wide range of group fairness notions. The proposed test is a flexible…
stat.ML2021★ 2 cited
Achieving Efficiency in Black Box Simulation of Distribution Tails with Self-structuring Importance Samplers
Anand Deo, Karthyek Murthy
This paper presents a novel Importance Sampling (IS) scheme for estimating distribution tails of performance measures modeled with a rich set of tools such as linear programs, inte…