WGANwithanInfinitelyWideGeneratorHasNoSpuriousStationaryPointsAlbertNo1TaeHoYoon2SehyunKwon2ErnestK.Ryu2Abstractfinitelywidegeneratortrainedwithstochasticgradientascent-descent.Specifically,weshowt...
WatermarkingDeepNeuralNetworkswithGreedyResidualsHanwenLiu1ZhenyuWeng1YueshengZhu1Abstractandprivacyissues(Shokrietal.,2017;Songetal.,2017;Salemetal.,2019),andthusthemodelsareconsideredtoDeepneural...
VariationalDataAssimilationwithaLearnedInverseObservationOperatorThomasFrerix12DmitriiKochkov1JamieA.Smith1DanielCremers2MichaelP.Brenner13StephanHoyer1Abstract(a)measurementsVariationaldataassimil...
VarianceReducedTrainingwithStratifiedSamplingforForecastingModelsYuchengLu12YoungsukPark2LifanChen2YuyangWang2ChristopherDeSa1DeanFoster34Abstract2004)arethefolkloremethodsformodelingthedynamicsofa...
Value-at-RiskOptimizationwithGaussianProcessesQuocPhongNguyen1ZhongxiangDai1BryanKianHsiangLow1PatrickJaillet2AbstractuncertaintyinZcanbecontrolledviathemean-varianceoptimizationframework(Iwazakiet...
UnsupervisedSkillDiscoverywithBottleneckOptionLearningJaekyeomKim1SeohongPark1GunheeKim1Abstractlearnedskillscanencouragetheexplorationforencounter-ingrewards,notonlybyprovidingusefulprimitivesfort...
ValidCausalInferencewith(Some)InvalidInstrumentsJasonHartford1VictorVeitch2DhanyaSridhar3KevinLeyton-Brown1Abstract&Powell,2003;Darollesetal.,2011;Hartfordetal.,2017;Singhetal.,2019;Bennettetal.,20...
UniSpeech:UnifiedSpeechRepresentationLearningwithLabeledandUnlabeledDataChengyiWang1YuWu2YaoQian2KenichiKumatani2ShujieLiu2FuruWei2MichaelZeng2XuedongHuang2Abstractmajorityofthenearly7000languagess...
UnderstandingFailuresinOut-of-DistributionDetectionwithDeepGenerativeModelsLilyH.Zhang1MarkGoldstein1RajeshRanganath1Abstractdistribution,estimatedviaamodel(Bishop,1994).Deepgenerativemodels(DGMs)s...
T-SCI:ATwo-StageConformalInferenceAlgorithmwithGuaranteedCoverageforCox-MLPJiayeTeng1ZerenTan1YangYuan12AbstractFigure1.Biasincensoring.Ignoringordeletingcensoreddata(lightgreenpoints)causesbiascom...
TreeswithAttentionforSetPredictionTasksRoyHirsch1RanGilad-Bachrach2AbstractTree-basedmodels,suchasDecisionTree(DT),RandomForest(RF)andGradientBoostingDecisionTree(GBT)Inmanymachinelearningapplicati...
TrainingGraphNeuralNetworkswith1000LayersGuohaoLi12MatthiasMu¨ller1BernardGhanem2VladlenKoltun1AbstractRevGNN-WideResGNN-224Deepgraphneuralnetworks(GNNs)have88achievedexcellentresultsonvarioustask...
TrainingDataSubsetSelectionforRegressionwithControlledGeneralizationErrorDurgaSivasubramanian1RishabhIyer2GaneshRamakrishnan1AbirDe1Abstractreliabilityofthelearnedmodel.Therefore,thesuccessofsevera...
TowardsUnderstandingLearninginNeuralNetworkswithLinearTeachersRoeiSarussi1AlonBrutzkus1AmirGloberson1Abstractwillseparatethedata.Whichofthesewillbefoundbygradientdescent?Cananeuralnetworkminimizing...
TowardsBetterRobustGeneralizationwithShiftConsistencyRegularizationShufeiZhang12ZhuangQian12KaizhuHuang1QiufengWang1RuiZhang3XinpingYi2Abstract2015;Heetal.,2016;Miyatoetal.,2017;Zagoruyko&Komodakis...
TowardBetterGeneralizationBoundswithLocallyElasticStabilityZhunDeng1HangfengHe2WeijieJ.Su3Abstractvarietyofapproachesfromstatisticallearningtheory(Vap-nik,1979;2013;Bartlett&Mendelson,2002;Bousquet...
Top-keXtremeContextualBanditswithArmHierarchyRajatSen1AlexanderRakhlin23LexingYing43RahulKidambi3DeanFoster3DanielHill3InderjitS.Dhillon53Abstract1.IntroductionMotivatedbymodernapplications,suchaso...
ThreeOperatorSplittingwithaNonconvexLossFunctionAlpYurtsever1VarunMangalick1SuvritSra1Abstract2007),incertaintransportandassignmentproblems(Koop-mans&Beckmann,1957;Peyre´etal.,2019),amongcount-Wec...
TFix:LearningtoFixCodingErrorswithaText-to-TextTransformerBerkayBerabi12JingxuanHe1VeselinRaychev12MartinVechev1Abstractsuchasvariablemisuses(Allamanisetal.,2018)andintegertypeerrors(Coker&Hafiz,20...
StochasticMulti-ArmedBanditswithUnrestrictedDelayDistributionsTalLancewicki1ShaharSegal1TomerKoren12YishayMansour12Abstracttion,likeintheclassicstochasticMABproblem.However,WestudythestochasticMult...