Near-OptimalEntrywiseAnomalyDetectionforLow-RankMatriceswithSub-ExponentialNoiseVivekF.Farias1AndrewA.Li2TianyiPeng3AbstractsomesubsetofmatrixentriesΩ.Theanomalydetectionproblemconcernsidentifying...
Low-RankSinkhornFactorizationMeyerScetbon1MarcoCuturi12GabrielPeyré34Abstractrotinetal.,2021;Tongetal.,2020),whilethescopeofitsapplicationshasnowreachedseveralfieldsofsciencesuchSeveralrecentappli...
LargeScalePrivateLearningviaLow-RankReparametrizationDaYu12HuishuaiZhang2WeiChen2JianYin1Tie-YanLiu2AbstractFigure1.Theproposedreparametrizationscheme.Theresidualweightmakesthereparametrizedoutputt...
RevisitingSpatialInvariancewithLow-RankLocalConnectivityGamaleldinF.Elsayed1PrajitRamachandran1JonathonShlens1SimonKornblith1AbstractH1:Spatialinvarianceisagoodinductivebias.H2:Spatialinvarianceiso...
PartialTraceRegressionandLow-RankKrausDecompositionHachemKadri1StéphaneAyache1RiikkaHuusari2AlainRakotomamonjy34LivaRalaivola4AbstractFigure1.Illustrationofthepartialtraceoperation.Thepartialtrace...
Low-RankBottleneckinMulti-headAttentionModelsSrinadhBhojanapalli1ChulheeYun2AnkitSinghRawat1SashankReddi1SanjivKumar1Abstracttotherecurrentmodels.Selfattentionmodelsalsohavefoundapplicationsinvisio...
LowFER:Low-RankBilinearPoolingforLinkPredictionSaadullahAmin1StalinVaranasi12KatherineAnnDunfield12Gu¨nterNeumann12Abstracttions,intheformoffacttriples<sub,rel,obj>.Theuseful-nessofknowledgegraphs...
EfficientDomainGeneralizationviaCommon-SpecificLow-RankDecompositionVihariPiratla1PraneethNetrapalli2SunitaSarawagi1Abstractlardomainadaptationtask(Mansouretal.,2009;Ben-Davidetal.,2006;Daume´IIIe...
PhaselessPCA:Low-RankMatrixRecoveryfromColumn-wisePhaselessMeasurementsSeyedehsaraNayer1PraneethNarayanamurthy1NamrataVaswani1AbstractWangetal.,2016).Itiseasytoseethat,withoutextraas-sumptions,PRre...
LR-GLM:High-DimensionalBayesianInferenceUsingLow-RankDataApproximationsBrianL.Trippe1JonathanH.Huggins2RajAgrawal1TamaraBroderick1Abstractpresenceofadiseaseoramedicalpractitionermaywishtounderstand...
LeveragingLow-RankRelationsBetweenSurrogateTasksinStructuredPredictionGiuliaLuise1DimitrisStamos1MassimilianoPontil12CarloCiliberto13AbstractAmongthemostwell-establishedstrategiesforstructuredpredi...
CompressedFactorization:FastandAccurateLow-RankFactorizationofCompressively-SensedDataVatsalSharan1KaiShengTai1PeterBailis1GregoryValiant1AbstractInthelatter,theuseofrandomprojectionsunderliesmanys...
BilinearBanditswithLow-RankStructureKwang-SungJun1RebeccaWillett2StephenWright3RobertNowak3Abstractsystemmaywanttochooseapairofitems(top,bottom)foracustomer,whoseappealdependsinpartonwhethertheyWei...
Low-RankRiemannianOptimizationonPositiveSemidefiniteStochasticMatriceswithApplicationstoGraphClusteringAhmedDouik1BabakHassibi1overthesetofsymmetricpositivesemidefinitestochas-Abstractticmatrices.S...
AUnifiedVarianceReduction-BasedFrameworkforNonconvexLow-RankMatrixRecoveryLingxiaoWang1XiaoZhang1QuanquanGu1Abstractlaxationbasedoptimization(Srebroetal.,2004;Cande`s&Tao,2010;Rohdeetal.,2011;Recht...
AnEfficient,Sparsity-Preserving,OnlineAlgorithmforLow-RankApproximationDavidAnderson1MingGu1AbstractAdditionally,arecenttrendinmachinelearningistoin-cludeanapproximationofsecondorderinformationforL...
AlgorithmsforpLow-RankApproximationFlavioChierichetti1SreenivasGollapudi2RaviKumar2SilvioLattanzi3RinaPanigrahy2DavidP.Woodruff4AbstractLow-Rankapproximationinsteadoftheusuallystudied2(i.e.,Frobeni...