UniformConvergence,AdversarialSpheresandaSimpleRemedyGregorBachmann1Seyed-MohsenMoosavi-Dezfooli1ThomasHofmann1AbstractofUniformconvergenceasatooltoboundthecapacityofthemodel(Aroraetal.,2018;Bartle...
ExactGapbetweenGeneralizationErrorandUniformConvergenceinRandomFeatureModelsZitongYang1YuBai2SongMei3AbstractBoundsonUniformconvergenceusuallytaketheformofcomplexity/n(Vapnik,1995),wherethenumerato...
UniformConvergenceofRank-weightedLearningJustinKhim1LiuLeqi1AdarshPrasad1PradeepRavikumar1Abstractlearning,wherepercentilebasedriskmeasureshavebeenusedtoquantifythetail-riskofmodels.ArecentlineofTh...
UniformConvergenceRateoftheKernelDensityEstimatorAdaptivetoIntrinsicVolumeDimensionJisuKim1JaehyeokShin2AlessandroRinaldo2LarryWasserman2Abstractciallyinrecentyears,hasalsobecomeakeystepinmanygeome...
UniformDeviationBoundsfork-MeansClusteringOlivierBachem1MarioLucic1S.HamedHassani1AndreasKrause1AbstractRelatedwork.TraditionalVapnik-ChervonenkistheoryprovidestoolstoobtainUniformdeviationboundsfo...
UniformConvergenceRatesforKernelDensityEstimationHeinrichJiang1Abstractboundedaswellasdecayassumptionsonthekernelfunc-tions.Moreover,theseboundsholdUniformlyoverRdandKerneldensityestimation(KDE)isa...