UnICORNN:ArecurrentModelforlearningverylongtimedependenciesT.KonstantinRusch1SiddharthaMishra1AbstractsuchasinLSTMs(Hochreiter&Schmidhuber,1997)andGRUs(Choetal.,2014),wheretheadditivestructureofThe...
SolvingInverseProblemswithaFlow-basedNoiseModelJayWhang1QiLei2AlexandrosG.Dimakis3Abstractplausiblesolutionamongthem.SparsityhasclassicallybeenaveryinfluentialstructuralpriorforvariousinverseWestud...
SG-PALM:aFastPhysicallyInterpretableTensorGraphicalModelYuWang1AlfredHero1Abstractsizeisoneifweaimtoestimatethedependencystructureacrossdifferentsensors,timeandexperimentalconditionsWeproposeanewgr...
ScalableMarginalLikelihoodEstimationforModelSelectioninDeepLearningAlexanderImmer12MatthiasBauer†34VincentFortuin1GunnarRätsch12MohammadEmtiyazKhan5Abstract3layers,5221params1layer,151paramsMargL...
Zero-ShotKnowledgeDistillationfromaDecision-BasedBlack-BoxModelZiWang1Abstractresource-limiteddevicessuchasmobilephonesanddrones(Moskalenkoetal.,2018).Recently,alargenumberofap-Knowledgedistillatio...
WorldModelasaGraph:LearningLatentLandmarksforPlanningLunjunZhang12GeYang3BradlyStadie4Abstract1.IntroductionPlanning,theabilitytoanalyzethestructureofaAnintelligentagentshouldbeabletosolvedifficult...
WhittleNetworks:ADeepLikelihoodModelforTimeSeriesZhongjieYu1FabrizioVentola1KristianKersting12Abstract2015).Consider,e.g.,thestockpricechangesofindus-trialsectorsshowninFig.1(Left).Thedropinlate201...
OnlinePolicyGradientforModelFre√eLearningofLinearQuadraticRegulatorswithTRegretAsafCassel1TomerKoren12AbstractModel-basedmethods,whichperformplanningbasedonasystemidentificationprocedurethatestima...
NeRF-VAE:AGeometryAware3DSceneGenerativeModelAdamR.Kosiorek1HeikoStrathmann1DanielZoran1PolMoreno1RosaliaSchneider1SonˇaMokrá1DaniloJ.Rezende1Abstractticsofthebackground.Theresultingrepresentatio...
MonotonicRobustPolicyOptimizationwithModelDiscrepancyYuankunJiang1ChenglinLi2WenruiDai1JunniZou1HongkaiXiong2Abstractcontroltasks,e.g.,playingcomputergameswithhuman-levelperformance(Mnihetal.,2013;...
MANDOLINE:ModelEvaluationunderDistributionShiftMayeeChen1KaranGoel1NimitSohoni2FaitPoms1KayvonFatahalian1ChristopherRe´1AbstracttionerstodetermineiftheirModelswillperformwellwhendeployed.Unfortuna...
LatentSpaceEnergy-BasedModelofSymbol-VectorCouplingforTextGenerationandClassificationBoPang1YingNianWu1Abstractmostofpriormethodsfocusontheimprovementoftextgenerationqualitysuchasfluencyanddiversit...
ModelPerformanceScalingwithMultipleDataSourcesTatsunoriHashimoto1AbstractprovidespowerfultoolstoimproveandevaluateModelbe-havior,butalsoposesanadditionalchallenge:whatistheReal-worldmachinelearning...
ModelFusionforPersonalizedLearningChiThanhLam1TrongNghiaHoang2BryanKianHsiangLow1PatrickJaillet3Abstract(Finnetal.,2017;Yoonetal.,2018)andpersonalizedfeder-atedlearning(Fallahetal.,2020;Dinhetal.,2...
ModelDistillationforRevenueOptimization:InterpretablePersonalizedPricingMaxBiggs1WeiSun2MarkusEttl2AbstractmainconcernsisthatthemostaccuratepredictionModelsareoftennon-parametricfunctionswhichareco...
IsometricGaussianProcessLatentVariableModelforDissimilarityDataMartinJørgensen1SørenHauberg2AbstractPCAProbabilisticTopologyDistanceMDSWepresentaprobabilisticModelwherethelatentIsoMap()()variable...
GraphDF:ADiscreteFlowModelforMolecularGraphGenerationYouzhiLuo1KeqiangYan1ShuiwangJi1Abstractdatatocontinuousdatabyaddingreal-valuednoise.How-ever,suchdequantizationprocessingpreventsModelsfromWeco...
Grad-TTS:ADiffusionProbabilisticModelforText-to-SpeechVadimPopov1IvanVovk12VladimirGogoryan12TasnimaSadekova1MikhailKudinov1Abstract2014)andNormalizingFlows(Rezende&Mohamed,2015)wereusedinthedesign...
GANMEX:One-vs-OneAttributionsusingGAN-basedModelExplainabilitySheng-MinShih1Pin-JuTienZoharKarnin1AbstractmachinelearningtaskswiththehelpofincreasingModelcomplexities,whichatthesametimereducesModel...
DebiasingModelUpdatesforImprovingPersonalizedFederatedTrainingDurmusAlpEmreAcar1YueZhao2RuizhaoZhu1RamonMatasNavarro2MatthewMattina2PaulN.Whatmough2VenkateshSaligrama1Abstractofdevicesparticipating...