Self-supervisedandSupervisedJointTrainingforResource-richMachineTranslationYongCheng1WeiWang†LuJiang12WolfgangMacherey1Abstractsupervisedtaskonabundantunlabeleddata(i.e.monolin-gualsentences).Inth...
JointOnlineLearningandDecision-makingviaDualMirrorDescentAlfonsoLobos1PaulGrigas1ZhengWen2Abstractensuringthatwedonotincurtoomanycoststooearly,(ii)ensuringthatenoughcostsareincurredtomeetthelowerWe...
Fold2Seq:AJointSequence(1D)-Fold(3D)Embedding-basedGenerativeModelforProteinDesignYueCao12PayelDas1VijilChenthamarakshan1Pin-YuChen1IgorMelnyk1YangShen2...Abstract1.IntroductionDesigningnovelprotei...
FOP:FactorizingOptimalJointPolicyofMaximum-EntropyMulti-AgentReinforcementLearningTianhaoZhang1YuehengLi1ChenWang1GuangmingXie1ZongqingLu1Abstractvalue-basedandactor-criticMARLmethods,whereglobalin...
LearningFactorizedWeightMatrixforJointFilteringXiangyuXu1YongruiMa2WenxiuSun3Abstractetal.,2010;Suetal.,2019),textureremoval(Xuetal.,2011;Lietal.,2019),super-resolution(Xuetal.,2019a),Jointfilterin...
DistanceMetricLearningwithJointRepresentationDiversificationXuChu12YangLin12YashaWang23XitingWang4HailongYu12XinGao12QiTong25AbstractFigure1.Thearchitecturesofembeddinglossmethodsandclassifi-cation...
SparseMulti-ChannelVariationalAutoencoderfortheJointAnalysisofHeterogeneousDataLuigiAntelmi1NicholasAyache1PhilippeRobert23MarcoLorenzi1fortheAlzheimer’sDiseaseNeuroimagingInitiativeAbstract1.Intr...
NeuralJointSource-ChannelCodingKristyChoi1KedarTatwawadi2AdityaGrover1TsachyWeissman2StefanoErmon1AbstractHowever,thiselegantdecompositionsuffersfromtwocriti-callimitationsinthefinitebit-lengthregi...
Multivariate-InformationAdversarialEnsembleforScalableJointDistributionMatchingZiliangChen1ZhanfuYang2XiaoxiWang1XiaodanLiang1XiaopengYan1GuanbinLi1LiangLin1Abstract(∀j∈[m],j=i)tosatisfytheequati...
FastandFlexibleInferenceofJointDistributionsfromtheirMarginalsCharlieFrogner1TomasoPoggio2AbstractJointobservationsandinsteadmustrelyonobservationsofthevariablestakenseparately.Politicalscientists,...
DoublyRobustJointLearningforRecommendationonDataMissingNotatRandomXiaojieWang1RuiZhang1YuSun2JianzhongQi1Abstract(MNAR).Forexample,arecentstudyinsongrecommen-dationshowsthattheprobabilityofaratingb...
BayesianJointSpike-and-SlabGraphicalLassoZehangRichardLi1TylerH.McCormick23SamuelJ.Clark4AbstractmodelsJointlyformultipleclassesofdata.MuchofthisworkextendsthepenalizedmaximumlikelihoodapproachInth...
JointGAN:Multi-DomainJointDistributionLearningwithGenerativeAdversarialNetsYunchenPu1ShuyangDai2ZheGan3WeiyaoWang2GuoyinWang2YizheZhang3RicardoHenao2LawrenceCarin2AbstractTherehasbeenrecentinterest...
LatentLSTMAllocationJointClusteringandNon-LinearDynamicModelingofSequentialDataManzilZaheer1AmrAhmed2AlexanderJSmola1AbstractFigure1.LLAhasbetterperplexity(lowerisbetter)thanLDAbutmuchfewerparamete...
JointDimensionalityReductionandMetricLearning:AGeometricTakeMehrtashHarandi12MathieuSalzmann3RichardHartley21Abstractbyp).Theseresultssuggestthatstate-of-the-artmethodseitherscalepoorlywiththedimen...
DeepTransferLearningwithJointAdaptationNetworksMingshengLong1HanZhu1JianminWang1MichaelI.Jordan2Abstractshallowtransferlearningmethodsbridgethesourceandtar-getdomainsbylearninginvariantfeaturerepre...