ScalableVariationalGaussianProcessesviaHarmonicKernelDecompositionShengyangSun12JiaxinShi3AndrewGordonWilson4RogerGrosse12Abstract2t=0t=1t=2t=3WeintroduceanewScalablevariationalGaus-1sianprocessapp...
ScalableOptimalTransportinHighDimensionsforGraphDistances,EmbeddingAlignment,andMoreJohannesKlicpera1MartenLienen1StephanGünnemann1Abstractcostw.r.t.somepointwisecostfunction(e.g.theEuclideandista...
ScalableMarginalLikelihoodEstimationforModelSelectioninDeepLearningAlexanderImmer12MatthiasBauer†34VincentFortuin1GunnarRätsch12MohammadEmtiyazKhan5Abstract3layers,5221params1layer,151paramsMargL...
ScalableNormalizingFlowsforPermutationInvariantDensitiesMarinBiloš1StephanGünnemann1Abstractt0t1ModelingsetsisanimportantprobleminmachineBasedistributionfTargetdistributionlearningsincethistypeof...
ScalableComputationsofWassersteinBarycenterviaInputConvexNeuralNetworksJiaojiaoFan1AmirhosseinTaghvaei2YongxinChen1Abstractthepastfewyears,ithasfoundapplicationsinseveralma-chinelearningproblems.Fo...
ScalableEvaluationofMulti-AgentReinforcementLearningwithMeltingPotJoelZ.Leibo1EdgarDue´n˜ez-Guzma´n1AlexanderSashaVezhnevets1JohnP.Agapiou1PeterSunehag1RaphaelKoster1JaydMatyas1CharlesBeattie1Ig...
ScalableCertifiedSegmentationviaRandomizedSmoothingMarcFischer1MaximilianBaader1MartinVechev1Abstract(a)Attackedimage(b)GroundtruthsegmentationWepresentanewcertificationmethodforimage(c)Attackedseg...
OopsITookAGradient:ScalableSamplingforDiscreteDistributionsWillGrathwohl12KevinSwersky2MiladHashemi2DavidDuvenaud12ChrisJ.Maddison1AbstractFigure1.Ourapproachvisualized.Oftendiscretedistributionsar...
HierarchicalClusteringofDataStreams:ScalableAlgorithmsandApproximationGuaranteesAnandRajagopalan1FabioVitale2DannyVainstein3GuiCitovsky1CeciliaM.Procopiuc1ClaudioGentile1Abstractwithinhighlydynamic...
GNNAutoScale:ScalableandExpressiveGraphNeuralNetworksviaHistoricalEmbeddingsMatthiasFey1JanEricLenssen1FrankWeichert1JureLeskovec2AbstractWhilethefull-gradientinaGNNisstraightforwardtocom-pute,assu...
DifferentiableSortingNetworksforScalableSortingandRankingSupervisionFelixPetersen1ChristianBorgelt2HildeKuehne34OliverDeussen1AbstractRecently,theideaofend-to-endtrainingofneuralnetworkswithsorting...
DG-LMC:ATurn-keyandScalableSynchronousDistributedMCMCAlgorithmviaLangevinMonteCarlowithinGibbsVincentPlassier12MaximeVono2AlainDurmus3EricMoulines1Abstractmachinelearningmethods.Indeed,firsttheamou...
Bias-FreeScalableGaussianProcessesviaRandomizedTruncationsAndresPotapczynski1LuhuanWu2DanBiderman1GeoffPleiss1JohnP.Cunningham12Abstractbiasofinducingpointmethods(Baueretal.,2016;Burtetal.,2019),th...
AScalableSecondOrderMethodforIll-ConditionedMatrixCompletionfromFewSamplesChristianKu¨mmerle1ClaudioMayrinkVerdun2AbstractedgeofΩandPΩ(X0),wherePΩ:Rd1×d2→Rmisthesubsamplingoperatorthatmapsama...
AScalableDeterministicGlobalOptimizationAlgorithmforClusteringProblemsKaixunHua1MingfeiShi1YankaiCao1AbstractThedifferentdefinitionsofcostfunctioninducedifferenttypesofclusteringalgorithms.Inthispa...
TwoRoutestoScalableCreditAssignmentwithoutWeightSymmetryDanielKunin1AranNayebi2JavierSagastuy-Brena1SuryaGanguli3JonathanM.Bloom45DanielL.K.Yamins678Abstractforcreditassignmentwithoutweightsymmetry...
UncertaintyEstimationUsingaSingleDeepDeterministicNeuralNetworkJoostvanAmersfoort1LewisSmith1YeeWhyeTeh2YarinGal1Abstract(a)DeepEnsembles(b)Ourmodel-DUQWeproposeamethodfortrainingadeterminis-Figure...
ScalableIdentificationofPartiallyObservedSystemswithCertainty-EquivalentEMKunalMenda1JeandeBecdelie`vre1JayeshK.Gupta1IlanKroo1MykelJ.Kochenderfer1ZacharyManchester1Abstract···xtxt+1···System...
ScalableGaussianProcessSeparationforKernelswithaNon-StationaryPhaseJanGraßhoff1AlexandraJankowski1PhilippRostalski1Abstractproposed(Liuetal.,2018),oneofwhichisbasedoncom-putinglow-rankapproximatio...
ScalableNearestNeighborSearchforOptimalTransportArtursBackurs12YiheDong3PiotrIndyk4IlyaRazenshteyn5TalWagner4Abstractmetricbetweenwordsisgivenbyhigh-dimensionalwordembeddingssuchasword2vec(Mikolove...