SigGPDE:ScalingSparseGaussianProcessesonSequentialDataMaudLemercier1CristopherSalvi2ThomasCass3EdwinV.Bonilla4TheodorosDamoulas1TerryLyons2AbstractvationsN,withnaïveapproacheshavingatimecomplexity...
ScalingUpVisualandVision-LanguageRepresentationLearningWithNoisyTextSupervisionChaoJia1YinfeiYang1YeXia1Yi-TingChen1ZaranaParekh1HieuPham1QuocV.Le1YunhsuanSung1ZhenLi1TomDuerig1Abstract1.Introducti...
ScalingMulti-AgentReinforcementLearningwithSelectiveParameterSharingFilipposChristianos1GeorgiosPapoudakis1ArrasyRahman1StefanoV.Albrecht1Abstract(e.g.(Guptaetal.,2017))wherebyagentssharesomeorallp...
ScalingPropertiesofDeepResidualNetworksAlain–SamCohen1RamaCont2AlainRossier21RenyuanXu2Abstractwhereh(kL)isthehiddenstateatlayerk=0,...,L,h(0L)=x∈Rdtheinput,h(LL)∈Rdtheoutput,σ:R→Risanon-Resid...
MultidimensionalScaling:ApproximationandComplexityErikDemaine1AdamHesterberg2FredericKoehler3JaysonLynch4JohnUrschel3Abstractbeenrecognizedasafundamentaltoolfordataanalysisacrossabroadrangeofdiscip...
ModelPerformanceScalingwithMultipleDataSourcesTatsunoriHashimoto1Abstractprovidespowerfultoolstoimproveandevaluatemodelbe-havior,butalsoposesanadditionalchallenge:whatistheReal-worldmachinelearning...
ScalingupHybridProbabilisticInferencewithLogicalandArithmeticConstraintsviaMessagePassingZheZeng1PaoloMorettin2FanqiYan3AntonioVergari1GuyVandenBroeck1Abstractmodelforthistaskhastodealwithcontinuou...
BanditswithAdversarialScalingThodorisLykouris1VahabMirrokni2RenatoPaesLeme2AbstractModelingthisproblem,onesoonrealizesthatthetwoclas-sicalmulti-armedbanditapproachesfailtocapturetheWestudyadversari...
ScalingUpOrdinalEmbedding:ALandmarkApproachJesseAnderton1JavedAslam1Abstractpositionsanddistancesarenotreadilyavailable.Itwasorig-inallyusedwithtripletssourcedfromhumancomparisonsOrdinalEmbeddingis...
EfficientNet:RethinkingModelScalingforConvolutionalNeuralNetworksMingxingTan1QuocV.Le1Abstract84EfficientNet-B7ConvolutionalNeuralNetworks(ConvNets)areB6AmoebaNet-Ccommonlydevelopedatafixedresource...
ScalingUpSparseSupportVectorMachinesbySimultaneousFeatureandSampleReductionWeizhongZhang12BinHong13WeiLiu2JiepingYe3DengCai1XiaofeiHe1JieWang3Abstracttionandvariableselectionby1-normpenalty.Thelast...