SpectralSmoothingUnveilsPhaseTransitionsinHierarchicalVariationalAutoencodersAdeelPervez1EfstratiosGavves1Abstracttivemodelp(xz)andtheapproximateposteriorq(zx)areGaussiandistributionsoptimizedinuni...
ScalableCertifiedSegmentationviaRandomizedSmoothingMarcFischer1MaximilianBaader1MartinVechev1Abstract(a)Attackedimage(b)GroundtruthsegmentationWepresentanewcertificationmethodforimage(c)Attackedseg...
LocallyAdaptiveLabelSmoothingforPredictiveChurnDaraBahri1HeinrichJiang1Abstractaswewillshowlaterintheexperiments.Thus,evenanoptimizedtrainingprocedurecanleadtohighpredictionTrainingmodernneuralnetw...
Improved,DeterministicSmoothingfor1CertifiedRobustnessAlexanderLevine1SoheilFeizi1Abstracthaviorofmachinelearningsystemsundersmallinputper-turbations(Szegedyetal.,2013;Goodfellowetal.,2014;Randomiz...
RandomizedSmoothingofAllShapesandSizesGregYang1TonyDuan12J.EdwardHu12HadiSalman1IlyaRazenshteyn1JerryLi1Abstractheuristicdefensesthatarerobusttospecificclassesofper-turbations,butmanywouldlaterbebr...
DoesLabelSmoothingMitigateLabelNoise?MichalLukasik1SrinadhBhojanapalli1AdityaKrishnaMenon1SanjivKumar1AbstractInterestingly,therearetwocompetingintuitions.Ontheonehand,Smoothingmightmitigatetheprob...
CurseofDimensionalityonRandomizedSmoothingforCertifiableRobustnessAounonKumar1AlexanderLevine1TomGoldstein1SoheilFeizi1AbstractbasedmethodssuchasFGSM(Goodfellowetal.,2015)andprojectedgradientdescen...
CertifiedAdversarialRobustnessviaRandomizedSmoothingJeremyCohen1ElanRosenfeld1J.ZicoKolter12AbstractpAWeshowhowtoturnanyclassifierthatclassifiesxpBwellunderGaussiannoiseintoanewclassifierthatiscert...