David Miller

Optimized Instance Alteration for Explaining and Assessing Robustness of Classifiers

Evgenii Kuriabov, David Miller, Jia Li

In this work, we propose a unified approach for diagnosing misclassification and assessing the robustness of black-box classifiers. Central to our method is an optimization framework that modifies an instance so that the classifier predicts a specified target label, while ensurin…Read more