Analyzing the Interpretability Robustness of Self-Explaining Models

27 May 2019Haizhong ZhengEarlence FernandesAtul Prakash

Recently, interpretable models called self-explaining models (SEMs) have been proposed with the goal of providing interpretability robustness. We evaluate the interpretability robustness of SEMs and show that explanations provided by SEMs as currently proposed are not robust to adversarial inputs... (read more)

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