Meta-learningwithStochasticLinearBanditsLeonardoCella12AlessandroLazaric3MassimilianoPontil2AbstractsolidatedMABsettinginwhicheacharmisassociatedwithavectoroffeaturesandthearmpayofffunctionismod-We...
Meta-learningforMixedLinearRegressionWeihaoKong1RaghavSomani1ZhaoSong2ShamKakade1SewoongOh1Abstractexamples(Wangetal.,2017).Inmodernsupervisedlearning,therearealargeInspiredbyhumaningenuityinquickl...
LogarithmicRegretforLearningLinearQuadraticRegulatorsEfficientlyAsafCassel1AlonCohen2TomerKoren1Abstract√O(T)regretboundforthissettingalbeitwithacomputa-WeconsidertheproblemoflearninginLin-tionall...
LinearConvergenceofRandomizedPrimal-DualCoordinateMethodforLarge-scaleLinearConstrainedConvexProgrammingDaoliZhu1LeiZhao2Abstractadditivewithrespecttothefollowingspacedecomposition,Linearconstraine...
LinearModeConnectivityandtheLotteryTicketHypothesisJonathanFrankle1GintareKarolinaDziugaite2DanielM.Roy34MichaelCarbin1AbstractW0W0Westudywhetheraneuralnetworkoptimizestothesame,Linearlyconnectedmi...
LinearLowerBoundsandConditioningofDifferentiableGamesAdamIbrahim1WaïssAzizian2GauthierGidel1IoannisMitliagkas1Abstractmind(Meschederetal.,2017),andtomakemattersworse,havebeenoftentunedsuboptimally...
LinearBanditswithStochasticDelayedFeedbackClaireVernade1AlexandraCarpentier2TorLattimore1GiovanniZappella3BeyzaErmis3MichaelBrueckner3Abstractmostadoptedastheyallowtotakeintoaccountthestructureofth...
GNN-FiLM:GraphNeuralNetworkswithFeature-wiseLinearModulationMarcBrockschmidt1AbstractMostneuralgraphlearningmethodscanbesummarisedasneuralmessagepassing(Gilmeretal.,2017):nodesareThispaperpresentsa...
GeneralizationErrorofGeneralizedLinearModelsinHighDimensionsMelikasadatEmami1MojtabaSahraee-Ardakan12ParthePandit12SundeepRangan3AlysonK.Fletcher12AbstractaclassofgeneralizedLinearmodels(GLMs)ofthe...
GamificationofPureExplorationforLinearBanditsRe´myDegenne1PierreMe´nard2XuedongShang3MichalValko4Abstracthighconfidencetoagivenqueryusingasfewsamplesaspossible.Weinvestigateanactivepure-explorati...
EfficientIdentificationinLinearStructuralCausalModelswithAuxiliaryCutsetsDanielKumor1CarlosCinelli2EliasBareinboim3Abstractysisinthefirstplace.Forinstance,ahealthscientistmaybeinterestedinknowingth...
ECLIPSE:AnExtreme-ScaleLinearProgramSolverforWeb-ApplicationsKinjalBasu1AmolGhoting1RahulMazumder2YaoPan1Abstract(Borisyuketal.,2017;Kenthapadietal.,2017),restaurantstousers,etc.Keyproblemsarisingi...
AdversarialLearningGuaranteesforLinearHypothesesandNeuralNetworksPranjalAwasthi1NatalieS.Frank2MehryarMohri3Abstractetal.,2018;2019;Schottetal.,2018)andworksaimedatdesigningmoresophisticatedattacks...
SwitchingLinearDynamicsforVariationalBayesFilteringPhilipBecker-Ehmck12JanPeters2PatrickvanderSmagt1Abstractexample,whenlookingatthemovementofanarm,oneisin-tuitivelyawareofcertainrestrictionsofposs...
SubLinearQuantumAlgorithmsforTrainingLinearandKernel-basedClassifiersTongyangLi1ShouvanikChakrabarti1XiaodiWu1Abstractclassificationistofindaunitvectorw¯2RdsothatWeinvestigatequantumalgorithmsforc...
SensitivityAnalysisofLinearStructuralCausalModelsCarlosCinelli1DanielKumor2BryantChen3JudeaPearl1EliasBareinboim2Abstractdertoobtaincausalclaims.Theseassumptionsareusuallyencodedastheabsenceofcerta...
PartiallyLinearAdditiveGaussianGraphicalModelsSinongGeng1MinhaoYan2MladenKolar3OluwasanmiKoyejo4Abstractceptibletoconfoundingfromphysiologicalnoisesuchassubjectmotion(VanDijketal.,2012;Gotoetal.,20...
OntheLinearSpeedupAnalysisofCommunicationEfficientMomentumSGDforDistributedNon-ConvexOptimizationHaoYu1RongJin1SenYang1Abstractwherefi(x)=E⇠i⇠Di[Fi(x;⇠i)]aresmoothnon-convexfunctionswithpossibly...
OnSparseLinearRegressionintheLocalDifferentialPrivacyModelDiWang1JinhuiXu1Abstractsciences(Marascuilo&Serlin,1988),genomicsresearch(Bu˘žková,2013)andsignalrecovery(Bühlmann&VanInthispaper,westu...
LossLandscapesofRegularizedLinearAutoencodersDanielKunin1JonathanM.Bloom2AleksandrinaGoeva2CottonSeed2AbstractL(W1,W2)=X−W2W1X2F.Autoencodersareadeeplearningmodelforrepre-ParameterizingLbytheprodu...