2021
Improved Estimation of Concentration Under $\ell_p$-Norm Distance Metrics Using Half Spaces
ICLR 2021poster
Concentration of measure has been argued to be the fundamental cause of adversarial vulnerability. Mahloujifar et al. (2019) presented an empirical way to measure the concentration of a data distribution using samples, and employed it to find lower bounds on intrinsic robustness for several benchmar…