LearningDeepResNetBlocksSequentiallyusingBoostingTheoryFurongHuang1JordanT.Ash2JohnLangford3RobertE.Schapire3Abstract&Szegedy,2015;Simonyan&Zisserman,2014;Szegedyetal.,2015)andobjectrecognition(Gir...
K-BeamMinimax:EfficientOptimizationforDeepAdversarialLearningJihunHamm1Yung-KyunNoh2AbstractTodefinetheproblem,considerareal-valuedfunctionf(u,v)onasubsetU×V⊆Rd×RD.A(continuous)min-Minimaxoptimi...
High-QualityPredictionIntervalsforDeepLearning:ADistribution-Free,EnsembledApproachTimPearce12MohamedZaki1AlexandraBrintrup1AndyNeely1AbstractAsanexample,apointestimatestatingthatamachinewillfailin...
HierarchicalDeepGenerativeModelsforMulti-RateMultivariateTimeSeriesZhengpingChe1SanjayPurushotham1GuangyuLi1BoJiang1YanLiu1Abstractbyvarioussamplingrates.Forexample,inhealthcare,vitalsignssuchashea...
GraphRNN:GeneratingRealisticGraphswithDeepAuto-regressiveModelsJiaxuanYou1RexYing1XiangRen2WilliamL.Hamilton1JureLeskovec1Abstractgraphsbasedonaprioristructuralassumptions(Newman,2010).However,akey...
GEP-PG:DecouplingExplorationandExploitationinDeepReinforcementLearningAlgorithmsCe´dricColas1OlivierSigaud12Pierre-YvesOudeyer1AbstractDeepRLalgorithmsgenerallyconsistinapplyingStochas-ticGradient...
FastandScalableBayesianDeepLearningbyWeight-PerturbationinAdamMohammadEmtiyazKhan1DidrikNielsen1VootTangkaratt1WuLin2YarinGal3AkashSrivastava4AbstractusingBayes’rule.Unfortunately,thisisinfeasible...
End-to-EndLearningfortheDeepMultivariateProbitModelDiChen1YexiangXue1CarlaGomes1Abstractcorrelatedbecauseofthesharedbackgroundandscenario(Wangetal.,2016).Innaturallanguageprocessing,atextThemultiva...
EfficientModel–BasedDeepReinforcementLearningwithVariationalStateTabulationDaneCorneil1WulframGerstner1JohanniBrea1Abstractstates(e.g.Mnihetal.(2015;2016))andlearningapproxi-matedynamicstoperformp...
DiscoveringInterpretableRepresentationsforBothDeepGenerativeandDiscriminativeModelsTameemAdel12ZoubinGhahramani123AdrianWeller124Abstractunderstandingthemodelandgaininginsightsaboutthecorresponding...
DeepVariationalReinforcementLearningforPOMDPsMaximilianIgl1LuisaZintgraf1TuanAnhLe1FrankWood2ShimonWhiteson1Abstract(a)RNN-basedapproach.TheRNNactsasanencoderfortheaction-observationhistory,onwhich...
DeepReinforcementLearninginContinuousActionSpaces:aCaseStudyintheGameofSimulatedCurlingKyowoonLee1Sol-AKim1JaesikChoi1Seong-WhanLee2Abstract1992),andothello(Buro,1999).Recently,Deepconvolu-tionalne...
DeepPredictiveCodingNetworkforObjectRecognitionHaiguangWen1KuanHan1JunxingShi1YizhenZhang1EugenioCulurciello12ZhongmingLiu12Abstractfeaturesbyafeedforwardpassthroughstacksofconvolu-tionallayers.Bas...
DeepOne-ClassClassificationLukasRuff1RobertA.Vandermeulen2NicoGo¨rnitz3LucasDeecke4ShoaibA.Siddiqui25AlexanderBinder6EmmanuelMu¨ller1MariusKloft2Abstractitisassumedthatthemajorityofthetrainingdat...
DeepModelsofInteractionsAcrossSetsJasonHartford1DevonRGraham1KevinLeyton-Brown1SiamakRavanbakhsh1AbstractR.ThecanonicalrepresentationofsuchafunctionisamatrixX∈RN×M;ofcourse,wewantXn,m=xforeachWeu...
DeepLinearNetworkswithArbitraryLoss:AllLocalMinimaAreGlobalThomasLaurent1JamesH.vonBrecht2AbstractDeepnonlinearnetworksduringtraining(Saxeetal.,2014).Resultsofthissortprovideasmallpieceofevidenceth...
Deepk-Means:Re-TrainingandParameterSharingwithHarderClusterAssignmentsforCompressingDeepConvolutionsJunruWu1YueWang2ZhenyuWu1ZhangyangWang1AshokVeeraraghavan2YingyanLin2Abstract1.IntroductionThecur...
DeepDensityDestructorsDavidI.Inouye1PraDeepRavikumar1Abstracttotheoriginalmodel.Fromadestructiveperspective,thepersoncouldremoveonepieceatatimefromtheorigi-WeproposeaunifiedframeworkforDeepdensityn...
DeepBayesianNonparametricTrackingAonanZhang1JohnPaisley1AbstractcomplexmachinelearningtechniquessuchasDeepneuralnetworks(LeCunetal.,2015)usuallyfitsmoothnonlin-Time-seriesdataoftenexhibitirregularb...
DeepAsymmetricMulti-taskFeatureLearningHaeBeomLee12EunhoYang32SungJuHwang32Abstracttivetransferproblembyallowingasymmetricknowledgetransferbetweentasksthroughinter-taskparameterregular-WeproposeDee...