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Piotr Mardziel

2 accepted papers

2020

Smoothed Geometry for Robust Attribution

NeurIPS 2020poster

Feature attributions are a popular tool for explaining the behavior of Deep Neural Networks (DNNs), but have recently been shown to be vulnerable to attacks that produce divergent explanations for nearby inputs. This lack of robustness is especially problematic in high-stakes applications where adv…