GraphConvolutionforSemi-SupervisedClassification:ImprovedLinearSeparabilityandOut-of-DistributionGeneralizationAseemBaranwal1KimonFountoulakis1AukoshJagannath2Abstractetal.,2016),andclassifyingtype...
DifferentiallyPrivateBayesianInferenceforGeneralizedLinearModelsTejasKulkarni1JoonasJa¨lko¨1AnttiKoskela2SamuelKaski13AnttiHonkela2Abstractontheregressioncoefficients,suchasdeterminingwhichcoeffi...
Causality-awarecounterfactualconfoundingadjustmentasanalternativetoLinearresidualizationinanticausalpredictiontasksbasedonLinearlearnersEliasChaibubNeto1Abstractinneuroimagestudies1.Linearresiduali...
AnIntegerLinearProgrammingFrameworkforMiningConstraintsfromDataTaoMeng1Kai-WeiChang1Abstractstraints(Punyakanoketal.,2005;Samdani&Roth,2012;Nowozin&Lampert,2011).Forexample,inpart-of-speechStructur...
AWassersteinMinimaxFrameworkforMixedLinearRegressionTheoDiamandis1YoninaC.Eldar2AlirezaFallah1FarzanFarnia1AsumanOzdaglar1Abstractexample,speechdataorgeneticdatamayexhibitaclustereddistributionbase...
TransparencyPromotionwithModel-AgnosticLinearCompetitorsHassanRafique1TongWang2QihangLin2ArshiaSighani3Abstractderstandandrationalize.Drivenbythepracticalneeds,researchershaveshiftedtheirfocustoacc...
TransformersareRNNs:FastAutoregressiveTransformerswithLinearAttentionAngelosKatharopoulos12ApoorvVyas12NikolaosPappas3Franc¸oisFleuret12Abstractbytheglobalreceptivefieldofself-attention,whichpro-c...
TrainingLinearNeuralNetworks:Non-LocalConvergenceandComplexityResultsArminEftekhari1AbstractbytheLinearmapLinearnetworksprovidevaluableinsightsintoRdx→Rdytheworkingsofneuralnetworksingeneral.Thisp...
StructuredPolicyIterationforLinearQuadraticRegulatorYoungsukPark1RyanA.Rossi2ZhengWen3GangWu2HandongZhao2Abstractson&Moore,2007)spanningseveraldecades.Linearquadraticregulator(LQR)isoneoftheThissto...
StructuredLinearContextualBandits:ASharpandGeometricSmoothedAnalysisVidyashankarSivakumar12ZhiweiStevenWu2ArindamBanerjee2Abstractselectsacontextxtitfromkavailablecontextsxt,...,xt1kBanditlearninga...
SpectralFrank-WolfeAlgorithm:StrictComplementarityandLinearConvergenceLijunDing1YingjieFei1QiantongXu2ChengrunYang3AbstractThesetSniscalledthespectrahedron,whichisnonemptyandcompact.HenceProblem(1)...
SparsifiedLinearProgrammingforZero-SumEquilibriumFindingBrianHuZhang1TuomasSandholm1234Abstractgramming(LP)canbeusedtosolve—thatis,tofindaNashequilibriumin—imperfect-informationtwo-playerzero-sum...
RecoveryofSparseSignalsfromaMixtureofLinearSamplesAryaMazumdar1SoumyabrataPal1AbstractWewillrefertothevaluesreturnedbytheoraclegiventhesequeriesassamples.MixtureofLinearregressionsisapopularlearnin...
PiecewiseLinearRegressionviaaDifferenceofConvexFunctionsAliSiahkamari1AdityaGangrade2BrianKulis1VenkateshSaligrama1Abstractproblemisalgorithmicallychallenginginhigh-dimensions,andmanyapproachestoth...
OptimalEstimatorforUnlabeledLinearRegressionHangZhang,PingLiCognitiveComputingLabBaiduResearch10900NE8thST.Bellevue,WA98004,USA{zhanghanghitomi,pingli98}@gmail.comAbstractthematrixofmeasurements.Wh...
OntheNumberofLinearRegionsofConvolutionalNeuralNetworksHuanXiong1LeiHuang2MengyangYu2LiLiu2FanZhu2LingShao12AbstractOneexplanationforthesuperiorityofNNsistheirpow-erfulexpressivity,i.e.,theycanrepr...
OntheGeneralizationEffectsofLinearTransformationsinDataAugmentationSenWu1HongyangR.Zhang2GregoryValiant1ChristopherRe´1Abstracttoreducethesearchcost,sinceRL-basedtechniquesarecomputationallyexpens...
NearlyLinearRowSamplingAlgorithmforQuantileRegressionYiLi1RuosongWang2LinYang3HanruiZhang4Abstractregressioninstanceonthesampleddatamatrixandresponsevector,whichisusuallymuchsmallerinsize.Wegivearo...
Minimax-OptimalOff-PolicyEvaluationwithLinearFunctionApproximationYaqiDuan1ZeyuJia2MengdiWang34Abstractvalue)tobeearnedbyanewpolicybasedonloggedhistory.Thispaperstudiesthestatisticaltheoryofoff-Int...