Poolingformer:LongDocumentModelingwithPoolingAttentionHangZhang12YeyunGong3YelongShen4WeishengLi5JianchengLv1NanDuan3WeizhuChen4Abstract(a)Single-levellocalattention(b)Two-levelpoolingattentionInth...
PartiallyObservedExchangeableModelingYangLi1JunierB.Oliva1Abstractknowledge,thisisthefirstworkthatgeneralizestheconceptofpartiallyobserveddatatoexchangeablesets.WeconsiderModelingdependenciesamongf...
OrderMatters:ProbabilisticModelingofNodeSequenceforGraphGenerationXiaohuiChen1XuHan1JiajingHu1FranciscoJ.R.Ruiz2LipingLiu1Abstract2018;Liaoetal.,2019;Daietal.,2020;Goyaletal.,2020;Yuanetal.,2020;Sh...
OnRecoveringfromModelingErrorsUsingTestingBayesianNetworksHaiyingHuang1AdnanDarwiche1Abstracttoprovideguaranteesonthelearnedfunctions.Yet,model-basedsupervisedlearninghasbeenoutperformedbytheWecons...
Non-AutoregressiveElectronRedistributionModelingforReactionPredictionHangruiBi1HengyiWang1ChenceShi23ConnorColey4JianTang256HongyuGuo7Abstractpossibletransformationsintractable.Reliablypredictingth...
NeuralPharmacodynamicStateSpaceModelingZeshanHussain1RahulG.Krishnan2DavidSontag1Abstractsub-type(Zhangetal.,2019b).Todothesetaskswell,under-standinghowapatient’sbiomarkersevolveovertimegivenModel...
ModelingHierarchicalStructureswithContinuousRecursiveNeuralNetworksJishnuRayChowdhury1CorneliaCaragea1Abstractsomeofthesestructure-awaremethods(Shenetal.,2019a;Qianetal.,2020)alsoexhibitbettersyste...
InverseDecisionModeling:LearningInterpretableRepresentationsofBehaviorDanielJarrett1AlihanHüyük1MihaelavanderSchaar12AbstractConsiderthe“lifecycle”ofdecisionanalysis[9]intherealworld.First,norm...
Few-shotLanguageCoordinationbyModelingTheoryofMindHaoZhu1GrahamNeubig1YonatanBisk1Abstractprocess,withawidevarietyofworksexaminingcommuni-cationbetweenagentsviaeithercompletelyartificialemer-Nomani...
TrajectoryNet:ADynamicOptimalTransportNetworkforModelingCellularDynamicsAlexanderTong1JessieHuang1GuyWolf23DavidvanDijk14SmitaKrishnaswamy15Abstractmentsatdifferentstagesofdiseaseprogression(Waddin...
StrategicClassificationisCausalModelinginDisguiseJohnMiller1SmithaMilli1MoritzHardt1Abstractthatexplicitlyincentiveimprovementonsometargetmea-sure(Kleinberg&Raghavan,2019;Alonetal.,2020;Kha-Consequ...
ScalableDeepGenerativeModelingforSparseGraphsHanjunDai1AzadeNazi1YujiaLi2BoDai1DaleSchuurmans1AbstractClassicalgenerativemodelsofgraphs,basedonrandomgraphtheory(Erdo˝s&Re´nyi,1960;Baraba´si&Albe...
NeuralTopicModelingwithContinualLifelongLearningPankajGupta1YatinChaudhary12ThomasRunkler1HinrichSchu¨tze2Abstract(productline)(operatingKnowledgeBaseKnowledgeipad,apple,system)ofTopicsAccumulatio...
NeuralDatalogThroughTime:InformedTemporalModelingviaLogicalSpecificationHongyuanMei1GuanghuiQin1MinjieXu2JasonEisner1Abstractthedistributionfromwhichthenexteventei+1isdrawn.Alas,whentherelationship...
InverseActiveSensing:ModelingandUnderstandingTimelyDecision-MakingDanielJarrett1MihaelavanderSchaar12Abstractconductsacquisitionsforinformation(i.e.hypothesistests,diagnosticprocedures,andcandidate...
ImplicitGenerativeModelingforEfficientExplorationNealeRatzlaff1QinxunBai2LiFuxin1WeiXu2Abstractficiency.Agentsareoftentrainedformillions,orevenbil-lionsofsimulationstepsbeforeachievingreasonableper...
FairGenerativeModelingviaWeakSupervisionKristyChoi1AdityaGrover1TrishaSingh2RuiShu1StefanoErmon1Abstractdiscriminatorynatureofsuchsystemsandwaystomitigateit(Podestaetal.,2014).Forexample,somenatura...
DistributionAugmentationforGenerativeModelingHeewooJun1RewonChild1MarkChen1JohnSchulman1AdityaRamesh1AlecRadford1IlyaSutskever1AbstractFigure1.Unconditionalsamplesfromalargeautoregressivemodeltrain...
CausalModelingforFairnessinDynamicalSystemsElliotCreager12DavidMadras12ToniannPitassi12RichardZemel12Abstractforaparticulardomain(e.g.lending(Mouzannaretal.,2019),hiring(Hu&Chen,2018),recommendatio...
TopicModelingviaFullDependenceMixturesDanFisher1MarkKozdoba1ShieMannor12AbstractGriffiths,2007),variationalmethods,(Bleietal.,2002),(Fouldsetal.,2013),(Hoffmanetal.,2013),orotherre-Inthispaperweint...
