TheDistributedDiscreteGaussianMechanismforFederatedLearningwithSecureAggregationPeterKairouz1ZiyuLiu1ThomasSteinke1Abstractlearning(FL)toensurethatrawdataneverleavesusers’devices(McMahanetal.,2017...
RobustPricinginDynamicMechanismDesignYuanDeng1Se´bastienLahaie2VahabMirrokni2Abstractfuturevaluedistributionstoalignbuyers’incentives(acrosstime)andguaranteedesirableoutcomes.Thisstrongrequire-Mo...
ImprovingtheGatingMechanismofRecurrentNeuralNetworksAlbertGu1CaglarGulcehre2TomPaine2MattHoffman2RazvanPascanu2Abstract(Chungetal.,2014,GRUs).ThesegatedRNNshavebeenverysuccessfulinseveraldifferenta...
Few-shotDomainAdaptationbyCausalMechanismTransferTakeshiTeshima12IsseiSato12MasashiSugiyama21AbstractFigure1:Nonparametricgen-erativemodelofnonlinearin-Westudyfew-shotsuperviseddomainadaptationdepe...
BenefitsandPitfallsoftheExponentialMechanismwithApplicationstoHilbertSpacesandFunctionalPCAJordanAwan1AnaKenney1MatthewReimherr1AleksandraSlavkovic´1AbstractGaboardietal.,2016;Awan&Slavkovic´,201...
ImprovingtheGaussianMechanismforDifferentialPrivacy:AnalyticalCalibrationandOptimalDenoisingBorjaBalle1Yu-XiangWang23AbstracttheGaussianMechanismisthebuildingblockofprivateempiricalriskminimization...