NonnegativeMatrixFactorizationforTimeSeriesRecoveryFromaFewTemporalAggregatesJialiMei12YohannDeCastro1YannigGoude12GeorgesHe´brail2AbstractticipantisbilledbytheTSO.Tocalculatetheimbalancecausedbya...
NeuralMessagePassingforQuantumChemistryJustinGilmer1SamuelS.Schoenholz1PatrickF.Riley2OriolVinyals3GeorgeE.Dahl1AbstractDFTTargetsSupervisedlearningonmoleculeshasincredi-⇠103secondsE,!0,...blepote...
MultiplicativeNormalizingFlowsforVariationalBayesianNeuralNetworksChristosLouizos12MaxWelling13Abstractwhenadoctordeterminesthediseaseofapatientbasedontheoutputofsuchanetwork.Wereinterpretmultiplic...
Model-AgnosticMeta-LearningforFastAdaptationofDeepNetworksChelseaFinn1PieterAbbeel12SergeyLevine1Abstracttheformofcomputationrequiredtocompletethetask.Weproposeanalgorithmformeta-learningthatInthis...
Model-IndependentOnlineLearningforInfluenceMaximizationSharanVaswani1BranislavKveton2ZhengWen2MohammadGhavamzadeh3LaksV.S.Lakshmanan1MarkSchmidt1Abstractinordertomaximizetheinfluencespreadwhichisth...
MinimaxRegretBoundsforReinforcementLearningMohammadGheshlaghiAzar1IanOsband1RémiMunos1AbstractThemostcommonapproachtothislearningproblemistoseparatetheprocessofestimationandoptimization.Weconsider...
MinimizingTrustLeaksforRobustSybilDetection12232323452Ja´nosHo¨nerShinichiNakajimaAlexanderBauerKlaus-RobertMu¨llerNicoGo¨rnitzAbstractismultipliedbythenumberofaccountscreated,whichopenspossibi...
meProp:SparsifiedBackPropagationforAcceleratedDeepLearningwithReducedOverfittingXuSun12XuanchengRen12ShumingMa12HoufengWang12Abstractsuchthatonlyhighlyrelevantparametersareupdatedandotherparameters...
MEC:Memory-efficientConvolutionforDeepNeuralNetworkMinsikCho1DanielBrand1Abstract2016a;Vasilacheetal.,2014).Toaddresstheperformanceissuesinconvolutionallayers,efficient/approximational-Convolutioni...
MeritocraticFairnessforCross-PopulationSelectionMichaelKearns1AaronRoth1ZhiweiStevenWu1Abstractthenumberofcandidateseachyearissmall,simplycom-paringeachcandidatetotheirdirectcompetitorsthisyearWeco...
Max-valueEntropySearchforEfficientBayesianOptimizationZiWang1StefanieJegelka1AbstractAmongthemostpopularonesrangetheGaussianprocessupperconfidencebound(GP-UCB)(Auer,2002;SrinivasEntropySearch(ES)an...
LeveragingNodeAttributesforIncompleteRelationalDataHeZhao1LanDu1WrayBuntine1Abstractablockmatrixtocapturetheinteractionsbetweenlatentfactors.TherehavebeenmanyBayesianextensionsofRelationaldataareus...
LearningAlgorithmsforActiveLearningPhilipBachman1AlessandroSordoni1AdamTrischler1Abstractingtheinstancewhoselabelthemodelismostuncertainabout,ortheinstancewhoselabelisexpectedtomaximallyWeintroduce...
Know-Evolve:DeepTemporalReasoningforDynamicKnowledgeGraphsRakshitTrivedi1HanjunDai1YichenWang1LeSong1AbstractFigure1.Sampletemporalknowledgesubgraphbetweenpersons,organizationsandcountries.Theavail...
iSurvive:AnInterpretable,Event-timePredictionModelformHealthWalterH.Dempsey1AlexanderMoreno2ChristyK.Scott3MichaelL.Dennis3DavidH.Gustafson4SusanA.Murphy1JamesM.Rehg2Abstractmeasurements;and(3)Para...
ImprovedVariationalAutoencodersforTextModelingusingDilatedConvolutionsZichaoYang1ZhitingHu1RuslanSalakhutdinov1TaylorBerg-Kirkpatrick1Abstractofthisclass:thevariationalautoencoder1(VAE)(Kingma&Well...
GSOS:Gauss-SeidelOperatorSplittingAlgorithmforMulti-TermNonsmoothConvexCompositeOptimizationLiShen1WeiLiu1GanzhaoYuan2ShiqianMa3Abstractdifferentiableconvexfunctionwithitsgradientsatisfyingtheinequ...
GuaranteesforGreedyMaximizationofNon-submodularFunctionswithApplicationsAndrewAnBian1JoachimM.Buhmann1AndreasKrause1SebastianTschiatschek1AbstractwhereV={v1,...,vn}isthegroundset.Specifically,inexp...
GradientProjectionIterativeSketchforLarge-ScaleConstrainedLeast-SquaresJunqiTang1MohammadGolbabaee1MikeE.Davies1Abstractgorithms,thefirststreamisthestochasticgradientde-scent(SGD)anditsvariance-red...
GradientBoostedDecisionTreesforHighDimensionalSparseOutputSiSi1HuanZhang2S.SathiyaKeerthi3DhruvMahajan4InderjitS.Dhillon5Cho-JuiHsieh2Abstractmulti-labellearningandmulti-classclassificationbelongto...