AugmentedCycleGAN:LearningMany-to-ManyMappingsfromUnpairedDataAmjadAlmahairi1†SaiRajeswar1AlessandroSordoni2PhilipBachman2AaronCourville13Abstract?%?$Learninginter-domainmappingsfromunpaired??...
ZonotopeHit-and-runforEfficientSamplingfromProjectionDPPs1212GuillaumeGautierRe´miBardenetMichalValkoAbstractformofafinitematrix,seeKulesza&Taskar(2012)foracomprehensivesurvey.ApplicationsofDPPsin...
UncoveringCausalityfromMultivariateHawkesIntegratedCumulantsMassilAchab1EmmanuelBacry1StéphaneGaïffas1IacopoMastromatteo2Jean-FrançoisMuzy13Abstractinfluenceofthenodes,byleveragingontheirtimesta...
SpectralLearningfromaSingleTrajectoryunderFinite-StatePoliciesBorjaBalle1Odalric-AmbrymMaillard2Abstracting(estimated)momentsofthetargetdistribution(e.g.Hsuetal.(2012);Bootsetal.(2011);Balleetal.(2...
Semi-SupervisedClassificationBasedonClassificationfromPositiveandUnlabeledDataTomoyaSakai12MarthinusChristoffelduPlessisGangNiu1MasashiSugiyama21Abstractularizerfortrainingaclassifierandbiasesthecl...
MultipleClusteringViewsfromMultipleUncertainExpertsYaleChang1JunxiangChen1MichaelH.Cho2PeterJ.Castaldi2EdwinK.Silverman2JenniferG.Dy1Abstractetal.,1999).Givendatamatrixandanotionofsimi-laritybetwee...
LearningSleepStagesfromRadioSignals:AConditionalAdversarialArchitectureMingminZhao1ShichaoYue1DinaKatabi1TommiS.Jaakkola1MattT.Bianchi2Abstractductedinahospitalorsleeplab,andrequiresthesubjecttowea...
LearningHawkesProcessesfromShortDoubly-CensoredEventSequencesHongtengXu1DixinLuo2HongyuanZha1AbstractFigure1.ForeachSDCsequence,i.e.,incompletediseasehistoryofapersoninhislifetime,wedesignamechanis...
LearningHierarchicalFeaturesfromDeepGenerativeModelsShengjiaZhao1JiamingSong1StefanoErmon1AbstractinsucientforgenerationDeepneuralnetworkshavebeenshowntobesucientforclassicationverysuccessfulatlear...
LearningfromClinicalJudgments:Semi-Markov-ModulatedMarkedHawkesProcessesforRiskPrognosisAhmedM.Alaa,1ScottHu,1MihaelavanderSchaar123Abstractetal.,2012).Forapatientinaregularward,theoccur-renceofany...
InteractiveLearningfromPolicy-DependentHumanFeedbackJamesMacGlashan1MarkKHo2RobertLoftin3BeiPeng4GuanWang2DavidL.Roberts3MatthewE.Taylor4MichaelL.Littman2Abstractbehaviorusingthesesimplesignals.Ind...
fromPatchestoImages:ANonparametricGenerativeModelGengJi1MichaelC.Hughes2ErikB.Sudderth13Abstractanddenoisingtoextractinformationdirectlyfromasinglecorruptedimage.Alternatively,theaccurateexpectedpa...
ExploitingStrongConvexityfromDatawithPrimal-DualFirst-OrderAlgorithmsJialeiWang1LinXiao2Abstractfunctionisφi(z)=(1/2)(z−bi)2,andwegetridgere-gressionwith2andtheelasticnetwithWeconsiderempiricalri...
EstimatingtheunseenfrommultiplepopulationsAditiRaghunathan1GregoryValiant1JamesZou12AbstractspenttwoyearsinMalayatrappingbutterflies.Hefound118rarespeciesofbutterfliesforwhichhefoundonlyoneGivensam...
DualIterativeHardThresholding:fromNon-convexSparseMinimizationtoNon-smoothConcaveMaximizationBoLiu1Xiao-TongYuan2LeziWang1QingshanLiu2DimitrisN.Metaxas1Abstractoutnumberstrainingsample.Givenasetoft...
DerivingNeuralArchitecturesfromSequenceandGraphKernelsTaoLei1WengongJin1ReginaBarzilay1TommiJaakkola1Abstractgraphidentifiestheunit/mappingappliedwhilethearcsspecifytherelativearrangement/orderofop...
ChoiceRank:IdentifyingPreferencesfromNodeTrafficinNetworksLucasMaystre1MatthiasGrossglauser1Abstractitgetsfrompageslinkingtoit).BuildinguponrecentworkbyKumaretal.(2015),wepresentastatisticalframewo...
ActiveLearningforTop-KRankAggregationfromNoisyComparisonsSoheilMohajer1ChanghoSuh2AdelElmahdy1Abstractcantitems,saytop-K,areoftendesiredtoberetrieved.Weexploreanactivetop-KrankingproblemInaneffortt...