46 citations · 67 across the 3 of their papers we have counts for
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stat.ML2018
Detecting Potential Local Adversarial Examples for Human-Interpretable Defense
Xavier Renard, Thibault Laugel, Marie-Jeanne Lesot +2
Machine learning models are increasingly used in the industry to make decisions such as credit insurance approval. Some people may be tempted to manipulate specific variables, such…
stat.ML2017★ 46 cited
Inverse Classification for Comparison-based Interpretability in Machine Learning
Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala +2
In the context of post-hoc interpretability, this paper addresses the task of explaining the prediction of a classifier, considering the case where no information is available, nei…