SharingLessisMore:LifelongLearninginDeepNetworkswithSelectiveLayerTransferSeungwonLee1SimaBehpour2EricEaton1Abstract&Hospedales,2017;Leeetal.,2019;Liuetal.,2019b;Bulatetal.,2020),suchassharingthelo...
RevisitingRainbow:PromotingMoreInsightfulandInclusiveDeepReinforcementLearningResearchJohanS.Obando-CeronPabloSamuelCastro1AbstractWhilethesebenchmarkshavehelpedtoevaluatenewmeth-odsinastandardized...
MorePowerfulandGeneralSelectiveInferenceforStepwiseFeatureSelectionUsingHomotopyMethodKazuyaSugiyama1VoNguyenLeDuy12IchiroTakeuchi12Abstractfeatureselection.Notably,Leeetal.(2016)andTibshiranietal....
MakingtransportMorerobustandinterpretablebymovingdatathroughasmallnumberofanchorpointsChi-HengLin1MehdiAzabou12EvaL.Dyer123Abstracttivemodeling(MartinArjovsky&Bottou,2017;Tolstikhinetal.,2017),docu...
ABitMoreBayesian:Domain-InvariantLearningwithUncertaintyZehaoXiao1JiayiShen1XiantongZhen12LingShao2CeesG.M.Snoek1AbstractLietal.,2018a)orspecificarchitectures(Lietal.,2017;D’Innocente&Caputo,2018)...
VFlow:MoreExpressiveGenerativeFlowswithVariationalDataAugmentationJianfeiChen12ChengLu1BiqiChenli12JunZhu12TianTian12AbstractInvertibletransformationstepAugmenteddimensionsTransformeddataInternalhi...
Smaller,MoreAccurateRegressionForestsUsingTreeAlternatingOptimizationArmanZharmagambetov1MiguelA´.Carreira-Perpin˜a´n1Abstractderstood.Theyareconstructed,atleastinpart,usingheuristictechniques,w...
MoreInformationSupervisedProbabilisticDeepFaceEmbeddingLearningYingHuang1ShangfengQiu1WenweiZhang1XianghuiLuo1JinzhuoWang2AbstractFigure1.Examplesofgeneratedfrontalfacefromdifferentiden-tity.Inrows...
MoreDataCanExpandtheGeneralizationGapBetweenAdversariallyRobustandStandardModelsLinChen1YifeiMin2MingruiZhang2AminKarbasi1AbstractMoreworryingisthatthesesmallperturbationscanpossiblybedesignedtobei...
k-means++:FewMoreStepsYieldConstantApproximationDavinChoo1ChristophGrunau1JulianPortmann1Va´clavRozhonˇ1Abstractapproximationalgorithmsexist(Jain&Vazirani,2001;Kanungoetal.,2004).Forconstantdimen...
MoreEfficientOff-PolicyEvaluationthroughRegularizedTargetedLearningAure´lienF.Bibaut1IvanaMalenica1NikosVlassis2MarkJ.vanderLaan1Abstractinference,andhasledtomanymethodologicaldevelop-ments.Oneoft...
AreGenerativeClassifiersMoreRobusttoAdversarialAttacks?YingzhenLi1JohnBradshaw23YashSharma4AbstractAdversarialtraining,whichaugmentsthetrainingdatawithadversariallyperturbedinputs,hasshownmoderates...
TowardsMoreEfficientStochasticDecentralizedLearning:FasterConvergenceandSparseCommunicationZebangShen12AryanMokhtari3TengfeiZhou1PeilinZhao4HuiQian1Abstractvariableofnoden,theproblemofinterestisRec...
MoreRobustDoublyRobustOff-policyEvaluationMehrdadFarajtabar1YinlamChow2MohammadGhavamzadeh2AbstractSwaminathanetal.2017)andreinforcementlearning(RL)(e.g.,Precupetal.2000a;2001;Paduraru2013;MahmoodW...