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Are Your Explanations Reliable? Investigating the Stability of LIME in Explaining Text Classifiers by Marrying XAI and Adversarial Attack
21 May 2023
Christopher Burger
Lingwei Chen
Thai Le
FAtt
AAML
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Papers citing
"Are Your Explanations Reliable? Investigating the Stability of LIME in Explaining Text Classifiers by Marrying XAI and Adversarial Attack"
4 / 4 papers shown
Title
The Effect of Similarity Measures on Accurate Stability Estimates for Local Surrogate Models in Text-based Explainable AI
Christopher Burger
Charles Walter
Thai Le
AAML
146
1
0
20 Jan 2025
An Analysis of LIME for Text Data
Dina Mardaoui
Damien Garreau
FAtt
122
45
0
23 Oct 2020
Looking Deeper into Tabular LIME
Damien Garreau
U. V. Luxburg
FAtt
LMTD
104
30
0
25 Aug 2020
Towards A Rigorous Science of Interpretable Machine Learning
Finale Doshi-Velez
Been Kim
XAI
FaML
227
3,681
0
28 Feb 2017
1