The Role of Input Dimensionality in the Emergence and Targeted Control of Adversarial Examples

Nasrin Malekzadeh Goradel, Niccolo Pancino, Yaser Gholizade Atani +3

Several theoretical works have tried to explain the adversarial vulnerability of deep neural networks through properties of high-dimensional geometry. However, the assumptions unde…