2 citations · 6 across the 3 of their papers we have counts for
3 papers
cs.CV2021★ 2 cited
Self-Interpretable Model with TransformationEquivariant Interpretation
Yipei Wang, Xiaoqian Wang
In this paper, we propose a self-interpretable model SITE with transformation-equivariant interpretations. We focus on the robustness and self-consistency of the interpretations of…
cs.LG2021★ 2 cited
Group-Aware Threshold Adaptation for Fair Classification
Taeuk Jang, Pengyi Shi, Xiaoqian Wang
The fairness in machine learning is getting increasing attention, as its applications in different fields continue to expand and diversify. To mitigate the discriminated model beha…
cs.LG2021★ 2 cited
Shapley Explanation Networks
Rui Wang, Xiaoqian Wang, David I. Inouye
Shapley values have become one of the most popular feature attribution explanation methods. However, most prior work has focused on post-hoc Shapley explanations, which can be comp…