TowardsPracticalMeanBoundsforSmallSamplesMyPhan1PhilipS.Thomas1ErikLearned-Miller1Abstractrefertotwoseparatesettings,theone-endedsupportsetting,inwhichthedistributionisknowntofallintheintervalHisto...
SignaturedDeepFictitiousPlayforMeanFieldGameswithCommonNoiseMingMin1RuimengHu12Abstractrealisticmodels,theproblemusuallylackstractabilityandneedsnumericalmethods.WithalargenumberofplayersExistingde...
OnRobustMeanEstimationunderCoordinate-levelCorruptionZifanLiu1JonghoPark1TheodorosRekatsinas1ChristosTzamos1Abstractfilteringordown-weightingcorrupteddatavectorstoreducetheirinfluence(Diakonikolase...
MaximumMeanDiscrepancyTestisAwareofAdversarialAttacksRuizeGao12FengLiu3JingfengZhang4BoHan1TongliangLiu5GangNiu4MasashiSugiyama46AbstractsupinEq.(1),Grettonetal.(2012b)restrictedFtobeaunitballinthe...
ConditionalDistributionalTreatmentEffectwithKernelConditionalMeanEmbeddingsandU-StatisticRegressionJunhyungPark1UriShalit2BernhardScho¨lkopf1KrikamolMuandet1Abstractontheanalysisoftheaveragetreatm...
StrategyproofMeanEstimationfromMultiple-ChoiceQuestionsAnsonKahng1GregoryKehne2ArielD.Procaccia3Abstractadmittoprovideanestimateoftheprobabilitypithattheadmitmatriculates,butthisisproblematicbecaus...
High-dimensionalRobustMeanEstimationviaGradientDescentYuCheng1IliasDiakonikolas2RongGe3MahdiSoltanolkotabi4Abstractasmallconstantfractionofarbitraryoutliers.Westudytheproblemofhigh-dimensionalro-Th...
DifferentiatingthroughtheFre´chetMeanAaronLou1IsayKatsman1QingxuanJiang1SergeBelongie1Ser-NamLim2ChristopherDeSa1AbstractFigure1.DepictedaboveistheFre´chetMean,µ,ofthreepoints,x1,x2,x3intheLoren...
AMean-fieldAnalysisofDeepResNetandBeyond:TowardsProvableOptimizationViaOverparameterizationFromDepthYipingLu1ChaoMa2YulongLu3JianfengLu3LexingYing4Abstract1.IntroductionTrainingdeepneuralnetworkswi...
Recht–Re´NoncommutativeArithmetic-GeometricMeanConjectureisFalseZehuaLai1Lek-HengLim1Abstractinmachinelearningcomputations,stochasticvariantsofgradientdescent(Bottou,2010;Johnson&Zhang,2013;Stoch...
MONK–Outlier-RobustMeanEmbeddingEstimationbyMedian-of-MeansMatthieuLerasle12Zolta´nSzabo´3Timothe´eMathieu1GuillaumeLecue´4Abstractversatilityofdomainswherekernelsexist;examplesincludetrees(Co...
KernelMeanMatchingforContentAddressabilityofGANsWittawatJitkrittum1PatsornSangkloy2MuhammadWaleedGondal1AmitRaj2JamesHays2BernhardSchölkopf1AbstractInimagegenerativemodeling,itisdesirabletohavecon...
BayesianDeconditionalKernelMeanEmbeddingsKelvinHsu12FabioRamos13AbstractOurfirstcontributionbeginswithformulatingdeconditionalMeanembeddings(DMEs)assolutionstothisinferenceConditionalkernelMeanembe...
Quickshift++:ProvablyGoodInitializationsforSample-BasedMeanShiftHeinrichJiang1JenniferJang2SamoryKpotufe3AbstractOneofthedrawbacksofthesetwoprocedures,aswellasmanymode-seekingbasedclusteringalgorit...
MeanFieldMulti-AgentReinforcementLearningYaodongYang1RuiLuo1MinneLi1MingZhou2WeinanZhang2JunWang1AbstractInstead,accountingfortheextrainformationfromconjec-turingthepoliciesofotheragentsisbeneficia...
DynamicalIsometryandaMeanFieldTheoryofRNNs:GatingEnablesSignalPropagationinRecurrentNeuralNetworksMinminChen1JeffreyPennington2SamuelS.Schoenholz2Abstracttion(Gravesetal.,2013)andrecommendationsyst...
DynamicalIsometryandaMeanFieldTheoryofCNNs:HowtoTrain10,000-LayerVanillaConvolutionalNeuralNetworksLechaoXiao12YasamanBahri12JaschaSohl-Dickstein1SamuelS.Schoenholz1JeffreyPennington1AbstractFigure...
DifferentiallyPrivateDatabaseReleaseviaKernelMeanEmbeddingsMatejBalog12IlyaTolstikhin1BernhardScho¨lkopf1Abstractdatabaseshavebeenstudiedpreviously(Blumetal.,2008;Wasserman&Zhou,2010;Zhouetal.,200...
McGan:MeanandCovarianceFeatureMatchingGANYoussefMroueh12TomSercu12VaibhavaGoel2Abstractetal.,2015;Dziugaiteetal.,2015).Asshownempiricallyin(Salimansetal.,2016),onecantraintheGANdiscrimi-Weintroduce...
DistributedMeanEstimationwithLimitedCommunicationAnandaTheerthaSuresh1FelixX.Yu1SanjivKumar1H.BrendanMcMahan2AbstracttheMeansofallclustersineachupdatestep.Similarly,forPCA,ifdatasamplesaredistribut...