VariationalEmpowermentasRepresentationLearningforGoal-BasedReinforcementLearningJongwookChoi†1ArchitSharma†2HonglakLee13SergeyLevine45ShixiangShaneGu4Abstract1IntroductionLearningtoreachgoalstate...
UnsupervisedPartRepresentationbyFlowCapsulesSaraSabour12AndreaTagliasacchi12SorooshYazdani1GeoffreyE.Hinton12DavidJ.Fleet12AbstractFigure1:Self-supervisedtrainingforlearningprimarycapsules:Animagee...
UnsupervisedRepresentationLearningviaNeuralActivationCodingYookoonPark1SanghoLee2GunheeKim2DavidM.Blei1Abstract(a)Atinitialization(b)AfterNACtrainingWepresentneuralactivationcoding(NAC)asaFigure1.D...
UniSpeech:UnifiedSpeechRepresentationLearningwithLabeledandUnlabeledDataChengyiWang1YuWu2YaoQian2KenichiKumatani2ShujieLiu2FuruWei2MichaelZeng2XuedongHuang2Abstractmajorityofthenearly7000languagess...
TowardsBetterLaplacianRepresentationinReinforcementLearningwithGeneralizedGraphDrawingKaixinWang1KuangqiZhou1QixinZhang2JieShao3BryanHooi1JiashiFeng1AbstractFigure1.VisualizationofenvironmentandLap...
Self-supervisedGraph-levelRepresentationLearningwithLocalandGlobalStructureMinghaoXu1HangWang1BingbingNi1HongyuGuo2JianTang345Abstract2020).Thesemethodsareusuallytrainedinasupervisedfashion,whichre...
ScalingUpVisualandVision-LanguageRepresentationLearningWithNoisyTextSupervisionChaoJia1YinfeiYang1YeXia1Yi-TingChen1ZaranaParekh1HieuPham1QuocV.Le1YunhsuanSung1ZhenLi1TomDuerig1Abstract1.Introducti...
RRL:ResnetasRepresentationforReinforcementLearningRutavShah1VikashKumar2AbstractSupervisedLearningTheabilitytoautonomouslylearnbehaviorsviaReinforcementdirectinteractionsinuninstrumentedenviron-Lea...
RobustRepresentationLearningviaPerceptualSimilarityMetricsSaeidAsgariTaghanaki1KristyChoi2AmirKhasahmadi1AnirudhGoyal3Abstractofdeepneuralnetworks(Deanetal.,2012;LeCunetal.,2015)havebeenpivotaltowa...
RepresentationSubspaceDistanceforDomainAdaptationRegressionXinyangChen1SinanWang1JianminWang1MingshengLong1Abstractsuchasobjectlocalization,imageregistration,humanposeestimation,tonameafew(Lathuili...
RepresentationMatters:OfflinePretrainingforSequentialDecisionMakingMengjiaoYang1OfirNachum1AbstractFigure1.AsummaryoftheadvantagesofRepresentationlearningviacontrastiveself-prediction,acrossavariet...
RepresentationMatters:AssessingtheImportanceofSubgroupAllocationsinTrainingDataEstherRolf1TheodoraWorledge1BenjaminRecht1MichaelI.Jordan12AbstractOurworkaimstodevelopageneralunifyingperspectiveonth...
WhiteningforSelf-SupervisedRepresentationLearningAleksandrErmolov1AliaksandrSiarohin1EnverSangineto1NicuSebe1Abstractofwordsinasentenceisusedtolearnalanguagemodel(Mikolovetal.,2013a;b;Devlinetal.,2...
PROGRAML:AGraph-basedProgramRepresentationforDataFlowAnalysisandCompilerOptimizationsChrisCummins1ZachariasV.Fisches2TalBen-Nun2TorstenHoefler2MichaelO’Boyle3HughLeather1AbstractInputProgramOutput...
Near-OptimalRepresentationLearningforLinearBanditsandLinearRLJiachenHu1XiaoyuChen1ChiJin2LihongLi3LiweiWang14AbstractWhileRepresentationlearninghasachievedtremendoussuc-cessinavarietyofapplications...
Implicit-PDF:Non-ParametricRepresentationofProbabilityDistributionsontheRotationManifoldKieranMurphy1CarlosEsteves1VarunJampani1SrikumarRamalingam1AmeeshMakadia1Abstract2018).Aquintessentialexample...
ExplainableAutomatedGraphRepresentationLearningwithHyperparameterImportanceXinWang1ShuyiFan1KunKuang2WenwuZhu1Abstract1.IntroductionCurrentgraphRepresentation(GR)algorithmsre-GraphRepresentation(GR...
DecouplingRepresentationLearningfromReinforcementLearningAdamStooke1KiminLee1PieterAbbeel1MichaelLaskin1AbstractHaarnojaetal.,2018)andhavebeensuccessfullyappliedtodomainsrangingfromreal-world(Levin...
DecomposedMutualInformationEstimationforContrastiveRepresentationLearningAlessandroSordoni1NouhaDziri2HannesSchulz1GeoffGordon1PhilBachman1RemiTachet1AbstractsupervisedRepresentationlearningapproac...
AutoAttend:AutomatedAttentionRepresentationSearchChaoyuGuan1XinWang1WenwuZhu1AbstractOutputOutputSelf-attentionmechanismshavebeenwidelyAttentionComputationAttentionComputationadoptedinmanymachinele...