WassersteinDistributionalNormalizationForRobustDistributionalCertificationofNoisyLabeledDataSungWooPark1JunseokKwon1AbstractWhilethereareseveralmethodsthatcandealwithnoisy-labeleddata,recentmethods...
ProvableLipschitzCertificationforGenerativeModelsMattJordan1AlexandrosG.Dimakis1Abstractthroughavarietyofnonlinearoperatorsandrelatethistoa2-dimensionalgeometricproblemthatwesolveop-Wepresentascala...
Black-boxCertificationandLearningunderAdversarialPerturbationsHassanAshtiani1VinayakPathak2RuthUrner3Abstract2019),and(ii)post-hocapproachesthataimtomodifyanalreadyexistingclassifiertoenhanceitsrob...