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cs.LG2021
Understanding Intrinsic Robustness Using Label Uncertainty
Xiao Zhang, David Evans
A fundamental question in adversarial machine learning is whether a robust classifier exists for a given task. A line of research has made some progress towards this goal by studyi…
cs.LG2021
Improved Estimation of Concentration Under -Norm Distance Metrics Using Half Spaces
Jack Prescott, Xiao Zhang, David Evans
Concentration of measure has been argued to be the fundamental cause of adversarial vulnerability. Mahloujifar et al. presented an empirical way to measure the concentration of a d…