AcceleratingLarge-ScaleInferencewithAnisotropicVectorQuantizationRuiqiGuo1PhilipSun1ErikLindgren1QuanGeng1DavidSimcha1FelixChern1SanjivKumar1Abstract(MIPS)problem,consideradatabaseX={xi}i=1,2,...,n...
AUnifiedTheoryofDecentralizedSGDwithChangingTopologyandLocalUpdatesAnastasiaKoloskova1NicolasLoizou2SadraBoreiri1MartinJaggi1SebastianU.Stich1Abstractetal.,2016;2017;Kairouzetal.,2019)hasemerged,bu...
AFinite-TimeAnalysisofQ-LearningwithNeuralNetworkFunctionApproximationPanXu1QuanquanGu1AbstractwhichtriggersalineofresearchondeepreinforcementlearningsuchasDoubleDeepQ-Learning(VanHasseltQ-learning...
TrainingNeuralNetworkswithLocalErrorSignalsArildNøkland1LarsH.Eidnes2Abstractandmemoryreuseproblems(Jaderbergetal.,2017;Gomezetal.,2017).Supervisedtrainingofneuralnetworksforclassi-ficationistypic...
TrainingCNNswithSelectiveAllocationofChannelsJongheonJeong1JinwooShin123AbstractChenetal.,2018)andanytime/adaptivenetworks(Figurnovetal.,2017;Bolukbasietal.,2017;Huangetal.,2018a).Recentprogressind...
TopologicalDataAnalysisofDecisionBoundarieswithApplicationtoModelSelectionKarthikeyanNatesanRamamurthy1KushR.Varshney1KrishnanMody12Abstractofneuralnetworkdecisionboundaries.Persistenthomologyinvol...
TensorFuzz:DebuggingNeuralNetworkswithCoverage-GuidedFuzzingAugustusOdena1CatherineOlsson2DavidG.Andersen1IanGoodfellow3AbstractNeuralnetworksaredifficulttointerpretanddebug.Weintroducetestingtechn...
TapNet:NeuralNetworkAugmentedwithTask-AdaptiveProjectionforFew-ShotLearningSungWhanYoon1JunSeo1JaekyunMoon1AbstractOnepopularwayofdevelopingfew-shotlearningstrategiesistotakeameta-learningperspecti...
SupervisedHierarchicalClusteringwithExponentialLinkageNishantYadav1AriKobren1NicholasMonath1AndrewMcCallum1Abstractlabeleddataandthenusedbyaclusteringalgorithmtoparti-tionunlabeleddata(Finley&Joach...
SubmodularCostSubmodularCoverwithanApproximateOracleVictoriaG.Crawford1AlanKuhnle2MyT.Thai1AbstractSubmodularCostSubmodularCover(SCSC)Letf,c:2S→R≥02bemonotonesubmodularfunctionsde-Inthiswork,west...
StaywithMe:LifetimeMaximizationThroughHeteroscedasticLinearBanditswithRenegingPing-ChunHsieh1XiLiu1AnirbanBhattacharya2P.R.Kumar1Abstractsuchproblems.Inthemodeling,availablechoicesarere-ferredtoas...
SparseExtremeMulti-labelLearningwithOraclePropertyWeiweiLiu1XiaoboShen2Abstractdingapproaches(Hsuetal.,2009;Yuetal.,2014;Prabhu&Varma,2014;Liu&Tsang,2015a;Bhatiaetal.,2015;Thepioneeringworkofsparse...
SelectiveNet:ADeepNeuralNetworkwithanIntegratedRejectOptionYonatanGeifman1RanEl-Yaniv1Abstractnetworks(DNNs).ThemostrecentrelevantpaperonthistopicisGeifman&El-Yaniv(2017),whichshowshowtoWeconsidert...
ScreeningRulesforLassowithNon-ConvexSparseRegularizersAlainRakotomamonjy12GillesGasso1JosephSalmon3AbstractWhiletheLassohashadagreatimpactonmachinelearn-ingandsignalprocessingcommunitiesgivensomesu...
ScalableNonparametricSamplingfromMultimodalPosteriorswiththePosteriorBootstrapEdwinFong12SimonLyddon1ChrisHolmes12AbstractsamplefrommultimodalposteriorswithMCMCincludepar-alleltempering(Neal,1996)a...
ScalableMetropolis–HastingsforExactBayesianInferencewithLargeDatasetsRobCornish1PaulVanetti1AlexandreBouchard-Coˆte´2GeorgeDeligiannidis13ArnaudDoucet13AbstractLikelihoodevaluationsperiteration1...
SafeGridSearchwithOptimalComplexityEugeneNdiaye1TamLe1OlivierFercoq2JosephSalmon3IchiroTakeuchi4Abstractthefirstpart(trainingset)themethodistrainedforapre-definedcollectionofcandidatesΛT:={λ0,......
SafePolicyImprovementwithBaselineBootstrappingRomainLaroche1PaulTrichelair1RemiTachetdesCombes1AbstractisakeychallengeofmodernRLthatneedstobetackledbeforeanywide-scaleadoption.ThispaperconsidersSaf...
SAGAwithArbitrarySamplingXunQian1ZhengQu2PeterRicha´rik13Abstractisaproperclosedconvexfunction.Wedonotassumeψtobesmooth.Inparticular,ψcanbetheindicatorfunctionofWestudytheproblemofminimizingthea...
RepairingwithoutRetraining:AvoidingDisparateImpactwithCounterfactualDistributionsHaoWang1BerkUstun1FlavioP.Calmon1AbstractKusneretal.,2017;Galhotraetal.,2017),andhowitcanbemitigated(Feldmanetal.,20...
