BriefGPT.xyz
Oct, 2021
特征重要性和反事实解释的鲁棒性调查
A Survey on the Robustness of Feature Importance and Counterfactual Explanations
HTML
PDF
Saumitra Mishra, Sanghamitra Dutta, Jason Long, Daniele Magazzeni
TL;DR
研究了金融领域中两类常用的局部解释方法的健壮性，给出了健壮性分析的分类方法和结果，并探讨了如何扩展分析方法以确定可靠的解释方法。
Abstract
There exist several methods that aim to address the crucial task of understanding the behaviour of
ai/ml models
. Arguably, the most popular among them are
local explanations
that focus on investigating model beha
→