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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
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ArXiv
OpenReview
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
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