SystematicAnalysisofClusterSimilarityIndices:HowtoValidateValidationMeasuresMartijnGo¨sgens1AlexeyTikhonov2LiudmilaProkhorenkova345Abstracttobedenselyinterconnected.Clusteringisusedacrossvariousap...
JustHowToxicisDataPoisoning?AUnifiedBenchmarkforBackdoorandDataPoisoningAttacksAviSchwarzschild1MicahGoldblum2ArjunGupta3JohnP.Dickerson2TomGoldstein2AbstractAtthisscale,itisofteninfeasibletoproper...
HowrotationalinvarianceofcommonkernelspreventsgeneralizationinhighdimensionsKonstantinDonhauser1MingqiWu1FannyYang1Abstractconclusiveintheregimed/nβ→cwithβ∈(0,1).Inpar-ticular,eventhoughseveral...
HowImportantistheTrain-ValidationSplitinMeta-Learning?YuBai1MinshuoChen2PanZhou1TuoZhao2JasonD.Lee3ShamKakade4HuanWang1CaimingXiong1Abstract1.IntroductionMeta-learningaimstoperformfastadaptationMet...
HowtoLearnwhenDataReactstoYourModel:PerformativeGradientDescentZacharyIzzo1LexingYing12JamesZou3Abstractimagingdatafromonehospitalisdeployedatadifferenthospitalduetothedifferenceinimagingdevices.Ti...
HowDoesLossFunctionAffectGeneralizationPerformanceofDeepLearning?ApplicationtoHumanAgeEstimationAliAkbari1MuhammadAwais1ManijehBashar2JosefKittler1Abstractconditions,cameraquality,headpose,makeupap...
HowFrameletsEnhanceGraphNeuralNetworksXuebinZheng1BingxinZhou1JunbinGao1YuGuangWang234PietroLiò5MingLi6GuidoMontúfar72Abstract1.IntroductionThispaperpresentsanewapproachforassem-Graphneuralnetwor...
HowDoAdamandTrainingStrategiesHelpBNNsOptimization?ZechunLiu12ZhiqiangShen2ShichaoLi1KoenHelwegen3DongHuang2Kwang-TingCheng1Abstract(a)realnetworks(b)binarynetworksThebestperformingBinaryNeuralNetw...
HowcouldNeuralNetworksunderstandPrograms?DinglanPeng1ShuxinZheng2YataoLi2GuolinKe2DiHe2Tie-YanLiu2Abstract1.IntroductionSemanticunderstandingofprogramsisafunda-Modernsoftwaretypicallycontainstonsof...
HowandWhytoUseExperimentalDatatoEvaluateMethodsforObservationalCausalInferenceAmandaGentzel12PurvaPruthi1DavidJensen1Abstractfectsfromobservationaldata.Suchinterestisunderstand-able,giventhecentral...
RandomizationmattersHowtodefendagainststrongadversarialattacksRafaelPinot12RaphaelEttedgui1GeovaniRizk1YannChevaleyre1JamalAtif1Abstractand(Szegedyetal.,2014)itbecameincreasinglyimportanttoundersta...
HowtoTrainYourNeuralODE:theWorldofJacobianandKineticRegularizationChrisFinlay1Jo¨rn-HenrikJacobsen2LevonNurbekyan3AdamMOberman1Abstract(a)Optimaltransportmap(b)genericflowTrainingneuralODEsonlarge...
HowtoSolveFairk-CenterinMassiveDataModelsAshishChiplunkar1SagarKale2SivaramakrishnanNatarajanRamamoorthy3Abstractitedbyalgorithmsthemselves.CurrentlyusedalgorithmsfordatasummarizationhavebeensHownt...
HowrecurrentnetworksimplementcontextualprocessinginsentimentanalysisNiruMaheswaranathan1DavidSussillo1AbstractRigorouslyunderstandingHownetworkssolveimportanttasksisacentralchallengeindeeplearning....
HowGoodistheBayesPosteriorinDeepNeuralNetworksReally?FlorianWenzel1KevinRoth+2BastiaanS.Veeling+31JakubS´wia˛tkowski4+LinhTran5+StephanMandt6+JasperSnoek1TimSalimans1RodolpheJenatton1SebastianNow...
HowdoesDisagreementHelpGeneralizationagainstLabelCorruption?XingruiYu1BoHan2JiangchaoYao3GangNiu2IvorW.Tsang1MasashiSugiyama24Abstractthesecomplexmodelscanfullymemorizenoisylabels(Zhangetal.,2017;A...
Correlatedbanditsor:Howtominimizemean-squarederroronlineVinayPraneethBoda1PrashanthL.A.2Abstractbanditproblem,thisobjectiveinvolvesanestimationofthecorrelationstructureamongthevariousarms.Thisismo-...
DistributedAsynchronousOptimizationwithUnboundedDelays:HowSlowCanYouGo?ZhengyuanZhou1PanayotisMertikopoulos2NicholasBambos1PeterGlynn1YinyuYe1Li-JiaLi3LiFei-Fei13Abstractcommensuratesurgeofinterest...
HowCloseAretheEigenvectorsoftheSampleandActualCovarianceMatrices?AndreasLoukas1Abstractbetterwhenonlyasubsetofthespectrumisofinterest.Concretely,ourobjectiveistocharacterizeHowmanysam-Howmanysample...
HowtoEscapeSaddlePointsEfficientlyChiJin1RongGe2PraneethNetrapalli3ShamM.Kakade4MichaelI.Jordan1Abstractapointwithsmallgradientisindependentofthedimension(“dimension-free”).Moreprecisely,forafunc...
