May, 2023
LIME 模型在文本分类中解释结果的稳定性分析:对抗扰动的探究
Are Your Explanations Reliable? Investigating the Stability of LIME in Explaining Textual Classification Models via Adversarial Perturbation
Christopher Burger, Lingwei Chen, Thai Le
TL;DR本文验证了先前文献指出的 LIME 对于无序数据稳定性较低的趋势,并在文本数据上探索了 LIME 的稳定性。