TheDistributedDiscreteGaussianMechanismforFederatedLearningwithSecureAggregationPeterKairouz1ZiyuLiu1ThomasSteinke1Abstractlearning(FL)toensurethatrawdataneverleavesusers’devices(McMahanetal.,2017...
OopsITookAGradient:ScalableSamplingforDiscreteDistributionsWillGrathwohl12KevinSwersky2MiladHashemi2DavidDuvenaud12ChrisJ.Maddison1AbstractFigure1.Ourapproachvisualized.OftenDiscretedistributionsar...
LatentProgrammer:DiscreteLatentCodesforProgramSynthesisJoeyHong1DavidDohan1RishabhSingh1CharlesSutton1ManzilZaheer1Abstractwriteprograms.Synthesismethodsoftensearchthroughprogramsinanorderdetermine...
GraphDF:ADiscreteFlowModelforMolecularGraphGenerationYouzhiLuo1KeqiangYan1ShuiwangJi1Abstractdatatocontinuousdatabyaddingreal-valuednoise.How-ever,suchdequantizationprocessingpreventsmodelsfromWeco...
FindingRelevantInformationviaaDiscreteFourierExpansionMohsenHeidari1JithinK.Sreedharan2GilI.Shamir3WojciechSzpankowski1Abstractcapturenon-linearrelations(Grettonetal.,2005;Chenetal.,2017;Weietal.,2...
StochasticRank:GlobalOptimizationofScale-FreeDiscreteFunctionsAlekseiUstimenko1LiudmilaProkhorenkova123AbstractTodealwiththeDiscretestructureofarankingloss,onecanusesomesmoothapproximation,whichise...
OptimalRobustLearningofDiscreteDistributionsfromBatchesAyushJain1AlonOrlitsky1AbstractIfanadversarycancorruptaβfractionofthedata,aloss≥βisunavoidable.Fortunately,thatisnotnecessarilyso.Manyappli...
LearningDiscreteStructuredRepresentationsbyAdversariallyMaximizingMutualInformationKarlStratos1SamWiseman2Abstractoverlatentvariableswithoutmodelingrawsignalsbymax-imizingthemutualinformationbetwee...
EfficientRobustnessCertificatesforDiscreteData:Sparsity-AwareRandomizedSmoothingforGraphs,ImagesandMoreAleksandarBojchevski1JohannesKlicpera1StephanGu¨nnemann1AbstractAnoverwhelmingmajorityofcerti...
ChoiceSetOptimizationUnderDiscreteChoiceModelsofGroupDecisionsKiranTomlinson1AustinR.Benson1Abstractatownmightpreferdifferentgovernmentpolicies.Thewaythatpeoplemakechoicesorexhibitpref-Muchofthecom...
Rao-BlackwellizedStochasticGradientsforDiscreteDistributionsRunjingLiu1JeffreyRegier2NileshTripuraneni2MichaelI.Jordan12JonMcAuliffe13Abstractthefocusofthispaper,theexactgradientiscomputationallyin...
LearningDiscreteStructuresforGraphNeuralNetworksLucaFranceschi12MathiasNiepert3MassimilianoPontil12XiaoHe3AbstractclassofalgorithmsthatareabletoincorporatesparseandDiscretedependencystructuresbetwe...
LearningDiscreteandContinuousFactorsofDataviaAlternatingDisentanglementYeonwooJeong1HyunOhSong1Abstractcorrespondtoachangeinasinglegenerativefactorofthedatawhilebeingrelativelyinvarianttoothers.Wea...
LatentNormalizingFlowsforDiscreteSequencesZacharyM.Ziegler1AlexanderM.Rush1AbstractGenerativemodelsbasedonnormalizingflowshaveseenrecentsuccessinproblemsinvolvingcontinuousrandomNormalizingflowsare...
LearningK-wayD-dimensionalDiscreteCodesforCompactEmbeddingRepresentationsTingChen1MartinRenqiangMin2YizhouSun1AbstractSun,2017),andmanyothers(Kipf&Welling,2016;Chenetal.,2016).Theobjectiveoftheembe...
Goodness-of-FitTestingforDiscreteDistributionsviaSteinDiscrepancyJiasenYang1QiangLiu2VinayakRao1JenniferNeville13Abstractfornetworkdata.Whileavarietyofapproximateinferencetechniquessuchaspseudo-lik...
FastDecodinginSequenceModelsUsingDiscreteLatentVariablesŁukaszKaiser1AurkoRoy1AshishVaswani1NikiParmar1SamyBengio1JakobUszkoreit1NoamShazeer1Abstractlation(Sutskeveretal.,2014;Bahdanauetal.,2014;C...
DVAE++:DiscreteVariationalAutoencoderswithOverlappingTransformationsArashVahdat1WilliamG.Macready1ZhengbingBian1AmirKhoshaman1EvgenyAndriyash1AbstractSoftmaxtechnique(Maddisonetal.,2016;Jangetal.,2...
DecentralizedSubmodularMaximization:BridgingDiscreteandContinuousSettingsAryanMokhtari1HamedHassani2AminKarbasi3Abstracttimizationmethodsarenotonlydesirablebutveryoftennecessary(Boydetal.,2011).Int...
LearningDiscreteRepresentationsviaInformationMaximizingSelf-AugmentedTrainingWeihuaHu12TakeruMiyato34SeiyaTokui31EiichiMatsumoto31MasashiSugiyama21Abstract000111111DiscreterepresentationsSimilariza...