46 citations · 130 across the 6 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…
cs.LG2018★ 44 cited
Defining Locality for Surrogates in Post-hoc Interpretablity
Thibault Laugel, Xavier Renard, Marie-Jeanne Lesot +2
Local surrogate models, to approximate the local decision boundary of a black-box classifier, constitute one approach to generate explanations for the rationale behind an individua…