VectorQuantizedModelsforPlanningSherjilOzair12YazheLi1AliRazavi1IoannisAntonoglou1AäronvandenOord1OriolVinyals1AbstractDota2(OpenAIetal.,2019)andStarCraftII(Vinyalsetal.,2019),orrobotics(OpenAIeta...
APrecisePerformanceAnalysisofSupportVectorRegressionHoussemSifaou1AblaKammoun1Mohamed-SlimAlouini1AbstractofNakkiranetal.(Nakkiranetal.,2020a;b)indicatesthatmoredatamayharmtheperformance.Onepotenti...
Near-TightMargin-BasedGeneralizationBoundsforSupportVectorMachinesAllanGrønlund1LiorKamma1KasperGreenLarsen1AbstractmarginSVM.SupportVectorMachines(SVMs)areamongtheminw2mostfundamentaltoolsforbina...
AcceleratingLarge-ScaleInferencewithAnisotropicVectorQuantizationRuiqiGuo1PhilipSun1ErikLindgren1QuanGeng1DavidSimcha1FelixChern1SanjivKumar1Abstract(MIPS)problem,consideradatabaseX={xi}i=1,2,...,n...
Multi-FrequencyVectorDiffusionMapsYifengFan1ZhizhenZhao1AbstractkernelforVectorfieldsonthedatamanifold.Thecorre-spondingadjacencymatrixisbasedonedgeweightsandWeintroducemulti-frequencyVectordiffusi...
CoVeR:LearningCovariate-SpecificVectorRepresentationswithTensorDecompositionsKevinTian1TengZhang2JamesZou3Abstract1.IntroductionWordembeddingisausefulapproachtocap-Theuseoffactorizationsofco-occurr...
ScalingUpSparseSupportVectorMachinesbySimultaneousFeatureandSampleReductionWeizhongZhang12BinHong13WeiLiu2JiepingYe3DengCai1XiaofeiHe1JieWang3Abstracttionandvariableselectionby1-normpenalty.Thelast...
CoresetsforVectorSummarizationwithApplicationstoNetworkGraphsDanFeldman1SedatOzer2DanielaRus2Abstractgroups,gatheringplaces,collectiveactivitypatterns,etc.Thereareseveralkeychallengestoachievethese...