On the Limitation of Local Intrinsic Dimensionality for Characterizing the Subspaces of Adversarial Examples

Pei-Hsuan Lu, Pin-Yu Chen, Chia-Mu Yu

Understanding and characterizing the subspaces of adversarial examples aid in studying the robustness of deep neural networks (DNNs) to adversarial perturbations. Very recently, Ma…