Label Uncertainty

Understanding Intrinsic Robustness using Label Uncertainty
Built upon on a novel definition of label uncertainty, we develop an empirical method to estimate a more realistic intirnsic robustness limit for classification tasks
Xiao Zhang, David Evans
PDF Cite ArXiv OpenReview
Understanding Intrinsic Robustness using Label Uncertainty
Incorporating Label Uncertainty in Intrinsic Robustness Measures
Advocate to understand the concentration of measure phenomenon regarding inputs regions with high label uncertainty
Xiao Zhang, David Evans
PDF Poster Link
Incorporating Label Uncertainty in Intrinsic Robustness Measures