LearningCurvesforAnalysisofDeepNetworksDerekHoiem1TanmayGupta2ZhizhongLi1MichalM.Shlapentokh-Rothman1Abstracttrapolateratherthanevaluateandhavetypicallyrequiredlarge-scaleexperimentsthatareoutsidet...
LatentSpaceEnergy-BasedModelofSymbol-VectorCouplingforTextGenerationandClassificationBoPang1YingNianWu1Abstractmostofpriormethodsfocusontheimprovementoftextgenerationqualitysuchasfluencyanddiversit...
InverseDecisionModeling:LearningInterpretableRepresentationsofBehaviorDanielJarrett1AlihanHüyük1MihaelavanderSchaar12AbstractConsiderthe“lifecycle”ofdecisionanalysis[9]intherealworld.First,norm...
InterpretingandDisentanglingFeatureComponentsofVariousComplexityfromDNNsJieRen1MingjieLi1ZexuLiu1QuanshiZhang12Abstract?(?)=????+????+?????+??Thispaperaimstodefine,visualize,andana...
InstabilitiesofofflineRLwithPre-TrainedNeuralRepresentationRuosongWang1YifanWu1RuslanSalakhutdinov1ShamM.Kakade23Abstract2018;Wangetal.,2018;Yuetal.,2019);itisseeingmuchrecentinterestduetothelargea...
InformationObfuscationofGraphNeuralNetworksPeiyuanLiao1HanZhao2KeyuluXu3TommiJaakkola3GeoffreyGordon1StefanieJegelka3RuslanSalakhutdinov1Abstractthesocialnetwork.Bytakingthestructuredinformationoff...
ImprovedRegretBoundsofBilinearBanditsusingActionSpaceAnalysisKyoungseokJang1Kwang-SungJun2Se-YoungYun3WanmoKang1Abstractarrangecouplesbasedontheirexperiencestogetbetterrat-ingsandrewards.Balancinge...
ImprovedContrastiveDivergenceTrainingofEnergy-BasedModelsYilunDu1ShuangLi1JoshuaTenenbaum1IgorMordatch2AbstractFigure1:(Left)128x128samplesonunconditionalCelebA-HQ.(Right)128x128samplesonunconditio...
Implicit-PDF:Non-ParametricRepresentationofProbabilityDistributionsontheRotationManifoldKieranMurphy1CarlosEsteves1VarunJampani1SrikumarRamalingam1AmeeshMakadia1Abstract2018).Aquintessentialexample...
ImplicitRate-ConstrainedOptimizationofNon-decomposableObjectivesAbhishekKumar1HarikrishnaNarasimhan1AndrewCotter1Abstractetal.,2017;Cotteretal.,2019a).Moreover,manyofthemetricsthatweareinterestedin...
Image-LevelorObject-Level?ATaleofTwoResamplingStrategiesforLong-TailedDetectionNadineChang1ZhidingYu2Yu-XiongWang3AnimaAnandkumar24SanjaFidler256JoseM.Alvarez2AbstractMemoryBank(RoIFeat+BoxLoc)Trai...
HyperHyperNetworksfortheDesignofAntennaArraysShaharLutati1LiorWolf12AbstractDesigningantennasisachallenginginverseproblem:whilemappingthestructureoftheantennatoitsradiationprop-Wepresentdeeplearnin...
HowrotationalinvarianceofcommonkernelspreventsgeneralizationinhighdimensionsKonstantinDonhauser1MingqiWu1FannyYang1Abstractconclusiveintheregimed/nβ→cwithβ∈(0,1).Inpar-ticular,eventhoughseveral...
HierarchicalClusteringofDataStreams:ScalableAlgorithmsandApproximationGuaranteesAnandRajagopalan1FabioVitale2DannyVainstein3GuiCitovsky1CeciliaM.Procopiuc1ClaudioGentile1Abstractwithinhighlydynamic...
Group-SparseMatrixFactorizationforTransferLearningofWordEmbeddingsKanXu1XuanyiZhao1HamsaBastani1OsbertBastani1Abstractthisstrategyhasbeenusedintransferringimageclassifi-cationmodels(Estevaetal.,201...
Grey-boxExtractionofNaturalLanguageModelsSantiagoZanella-Béguelin1ShrutiTople1AndrewPaverd12BorisKöpf1Abstractquery-responsepairsobtainedviathemodel’sinferenceAPI,thuseffectivelycircumventingthe...
GeometryoftheLossLandscapeinOverparameterizedNeuralNetworks:SymmetriesandInvariancesBerfinS¸ims¸ek12Franc¸oisGed1ArthurJacot1FrancescoSpadaro1Cle´mentHongler1WulframGerstner2JohanniBrea2Abstrac...
GlobalConvergenceofPolicyGradientforLinear-QuadraticMean-FieldControl/GameinContinuousTimeWeichenWang1JiequnHan2ZhuoranYang3ZhaoranWang4Abstractmorerealisticreal-worldproblems,suchasroboticcontrol(...
GeometricConvergenceofEllipticalSliceSamplingViacheslavNatarovskii1DanielRudolf1Bjo¨rnSprungk2AbstractonRdtakestheformForBayesianlearning,givenlikelihoodfunction(x)andGaussianprior,theellipticalsl...