EnhancingRobustnessofNeuralNetworksthroughFourierStabilizationNetanelRaviv1AidanKelley1MichaelGuo1YevgenyVorobeychik1Abstractevasionattacks(Grosseetal.,2016;Li&Vorobeychik,2018;Laskovetal.,2014;Xue...
DANCE:EnhancingsaliencymapsusingdecoysYangYoungLu1WenboGuo2XinyuXing2WilliamStaffordNoble3Abstract1.IntroductionSaliencymethodscanmakedeepneuralnetworkDeepneuralnetworks(DNNs)deliverremarkableperfo...
ImplicitEulerSkipConnections:EnhancingAdversarialRobustnessviaNumericalStabilityMingjieLi1LingshenHe1ZhouchenLin1AbstractMoosavi-Dezfoolietal.,2016;Szegedyetal.,2013),i.e.,addingsomehuman-impercept...
EnhancingSimpleModelsbyExploitingWhatTheyAlreadyKnowAmitDhurandhar1KarthikeyanShanmugam1RonnyLuss1Abstract1.IntroductionTherehasbeenrecentinterestinimprovingper-Simplemodelssuchasdecisiontreesorrul...