14 citations · 57 across the 12 of their papers we have counts for
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cs.LG2021
Model-agnostic bias mitigation methods with regressor distribution control for Wasserstein-based fairness metrics
Alexey Miroshnikov, Konstandinos Kotsiopoulos, Ryan Franks +1
This article is a companion paper to our earlier work Miroshnikov et al. (2021) on fairness interpretability, which introduces bias explanations. In the current work, we propose a…
cs.GT2021★ 5 cited
Stability theory of game-theoretic group feature explanations for machine learning models
Alexey Miroshnikov, Konstandinos Kotsiopoulos, Khashayar Filom +1
In this article, we study feature attributions of Machine Learning (ML) models originating from linear game values and coalitional values defined as operators on appropriate functi…