AdaXpert:AdaptingNeuralArchitectureforGrowingDataShuaichengNiu12JiaxiangWu3GuanghuiXu1YifanZhang4YongGuo1PeilinZhao3PengWang5MingkuiTan16Abstract80networkadjustmentInreal-worldapplications,dataofte...
AdaptingtoMisspecificationinContextualBanditswithOfflineRegressionOraclesSanathKumarKrishnamurthy1VitorHadad2SusanAthey2Abstractwhosedistributionmaydependonthecontextandaction.Theobjectiveofthealgo...
AdaptingtoDelaysandDatainAdversarialMulti-ArmedBanditsAndra´sGyo¨rgy1PooriaJoulani1Abstract1.IntroductionWeconsidertheadversarialmulti-armedbanditThemulti-armedbanditproblemisacanonicalmodelforpr...
LearningUnderDelayedFeedback:ImplicitlyAdaptingtoGradientDelaysRotemZamirAviv1IdoHakimi2AssafSchuster2KfirY.Levy13Abstractceed.Suchmethodsareeasiertoanalyze,yettheirper-formancedependsontheslowestm...
Towardsnon-parametricdriftdetectionviaDynamicAdaptingWindowIndependenceDriftDetection(DAWIDD)FabianHinder1Andre´Artelt1BarbaraHammer1Abstractsuchsettings,life-longmodeladaptationratherthanclas-sic...
TransferableAdversarialTraining:AGeneralApproachtoAdaptingDeepClassifiersHongLiu12MingshengLong13JianminWang13MichaelI.Jordan4AbstractFigure1.Anoverviewofourapproach.(a)Amodeltrainedonlyonthesource...
AdaptingKernelRepresentationsOnlineUsingSubmodularMaximizationMatthewSchlegel1YangchenPan1JiecaoChen1MarthaWhite1Abstracttionapproximators1andtheflexibilityinchoosingtheker-nel(similarityfunction)h...