RegularizedSubmodularMaximizationatScaleEhsanKazemi1ShervinMinaee2MoranFeldman3AminKarbasi4Abstractpromotescoverageandrepresentativeness(Weietal.,2015)(wecallthisanoptimizationperspective)orsamplin...
RegularizedOnlineAllocationProblems:FairnessandBeyondSantiagoBalseiro12HaihaoLu32VahabMirrokni2Abstractapublishertypicallysignscontractswithmanyadvertisersagreeingtodeliverafixednumberofimpressions...
StochasticOptimizationforRegularizedWassersteinEstimatorsMarinBallu1QuentinBerthet2FrancisBach3Abstractcantransportmasswithdistributionmeasureµtoanotherdistributionmeasureν,withminimalglobaltrans...
SpectralGraphMatchingandRegularizedQuadraticRelaxations:AlgorithmandTheoryZhouFan1ChengMao2YihongWu1JiamingXu3Abstractcomputationalbiology(Singhetal.,2008;Kazemietal.,2016).Findingthebestmatchingbe...
SparseConvexOptimizationviaAdaptivelyRegularizedHardThresholdingKyriakosAxiotis1MaximSviridenko2Abstractlution(itsnumberofnon-zeroentries).Variantsandspecialcasesofthisproblemhavebeenstudiedformany...
RegularizedOptimalTransportisGroundCostAdversarialFrançois-PierrePaty1MarcoCuturi21Abstractandallowingforfastersolvers,butalsoaddsomestabilitywithrespecttotheinputmeasures,improvingnumericalRegula...
QuadraticallyRegularizedSubgradientMethodsforWeaklyConvexOptimizationwithWeaklyConvexConstraintsRunchaoMa1QihangLin1TianbaoYang2AbstractHere,weassumethatX⊂Rdisacompactconvexsetthatallowsforasimple...
OnCoresetsforRegularizedRegressionRachitChhaya1AnirbanDasgupta1SupratimShit1Abstractusuallyindependentofthesizeoftheoriginaldatasetmak-ingtrainingonthemmuchquicker.SamplingbasedcoresetsWestudytheef...
Monte-CarlotreesearchasRegularizedpolicyoptimizationJean-BastienGrill1FlorentAltche´1YunhaoTang12ThomasHubert3MichalValko1IoannisAntonoglou3Re´miMunos1AbstractAlphaZeroemploysanalternativehandcra...
LaplacianRegularizedFew-ShotLearningImtiazMasudZiko1JoseDolz1EricGranger1IsmailBenAyed1AbstractFew-shotlearning(Fei-Feietal.,2006;Milleretal.,2000;Vinyalsetal.,2016)hasemergedasanappealingparadigmW...
GradientTemporal-DifferenceLearningwithRegularizedCorrectionsSinaGhiassian1AndrewPatterson1ShivamGarg1DhawalGupta1AdamWhite12MarthaWhite1Abstractlearnapolicyfromhumandemonstrations.Ingeneral,manyal...
MoreEfficientOff-PolicyEvaluationthroughRegularizedTargetedLearningAure´lienF.Bibaut1IvanaMalenica1NikosVlassis2MarkJ.vanderLaan1Abstractinference,andhasledtomanymethodologicaldevelop-ments.Oneoft...
LossLandscapesofRegularizedLinearAutoencodersDanielKunin1JonathanM.Bloom2AleksandrinaGoeva2CottonSeed2AbstractL(W1,W2)=X−W2W1X2F.Autoencodersareadeeplearningmodelforrepre-ParameterizingLbytheprodu...
EfficientNonconvexRegularizedTensorCompletionwithStructure-awareProximalIterationsQuanmingYao12JamesT.Kwok2BoHan3AbstractInmanyapplications,onlyafewtensorentriesareob-served.Forexample,ofteneachYou...
ATheoryofRegularizedMarkovDecisionProcessesMatthieuGeist1BrunoScherrer2OlivierPietquin1AbstractTsallisentropy(Leeetal.,2018),withthemotivationofhavingasparseRegularizedgreedypolicy.OtherapproachesM...
StochasticVariance-ReducedCubicRegularizedNewtonMethodsDongruoZhou1PanXu1QuanquanGu1Abstracttheirextensions(Ghadimi&Lan,2013;Reddietal.,2016a;Allen-Zhu&Hazan,2016;Ghadimi&Lan,2016).Never-Weproposea...
PathConsistencyLearninginTsallisEntropyRegularizedMDPsOfirNachum1YinlamChow2MohamamdGhavamzadeh2Abstractmodelisknown,theoptimalpolicyisthesolutionofthenon-linearBellmanoptimalityequations(Bellman,1...
AdversariallyRegularizedAutoencodersJake(Junbo)Zhao12YoonKim3KellyZhang1AlexanderM.Rush3YannLeCun12Abstractdiscretestructures,suchastextsequencesordiscretizedimages,remainsachallengingproblem.Initi...