ScalableDifferentiablePhysicsforLearningandControlYi-LingQiao1JunbangLiang1VladlenKoltun2MingC.Lin1AbstractRecenteffortshavesignificantlyadvancedtheunderstandingofdifferentiablephysicsinmachinelear...
ScalableExactInferenceinMulti-OutputGaussianProcessesWesselP.Bruinsma12EricPerim2WillTebbutt1J.ScottHosking34ArnoSolin5RichardE.Turner16Abstract(Hennigetal.,2015),suchasinoptimisation(Brochuetal.,2...
ScalableDifferentialPrivacywithCertifiedRobustnessinAdversarialLearningNhatHaiPhan1MyT.Thai2HanHu1RuomingJin3TongSun4DejingDou56Abstracttrainingdatatoconsistofbenignexamplesandadversar-ialexamplesc...
ScalableandEfficientComparison-basedSearchwithoutFeaturesDaniyarChumbalov1LucasMaystre2MatthiasGrossglauser1Abstractameaningfulquery.However,thisisoftenanon-trivialtaskforahumanuser.Forexample,most...
ScalableDeepGenerativeModelingforSparseGraphsHanjunDai1AzadeNazi1YujiaLi2BoDai1DaleSchuurmans1AbstractClassicalgenerativemodelsofgraphs,basedonrandomgraphtheory(Erdo˝s&Re´nyi,1960;Baraba´si&Albe...
GeneralizedandScalableOptimalSparseDecisionTreesJimmyLin1ChudiZhong2DianeHu2CynthiaRudin2MargoSeltzer1Abstractisthattheytendtoproducesuboptimaltreeswithnowayofknowinghowsuboptimalthesolutionis.This...
EinsumNetworks:FastandScalableLearningofTractableProbabilisticCircuitsRobertPeharz1StevenLang2AntonioVergari3KarlStelzner2AlejandroMolina2MartinTrapp4GuyVandenBroeck3KristianKersting2ZoubinGhahrama...
EfficientandScalableBayesianNeuralNetswithRank-1FactorsMichaelW.Dusenberry†1GhassenJerfel12YemingWen13Yi-AnMa14JasperSnoek1KatherineHeller12BalajiLakshminarayanan1DustinTran1Abstractdeeplearning.I...
ScalableNonparametricSamplingfromMultimodalPosteriorswiththePosteriorBootstrapEdwinFong12SimonLyddon1ChrisHolmes12AbstractsamplefrommultimodalposteriorswithMCMCincludepar-alleltempering(Neal,1996)a...
ScalableTrainingofInferenceNetworksforGaussian-ProcessModelsJiaxinShi1MohammadEmtiyazKhan2JunZhu1AbstractFigure1.InferencenetworksforGPsareanalternativewaytopredictoutputf∗giventestinputsx∗.Infer...
ScalableFairClusteringArtursBackurs12PiotrIndyk13KrzysztofOnak14BaruchSchieber15AliVakilian13TalWagner13AbstractInthispaperwefocusonthesecondaspect.Specifically,weconsidertheproblemoffairclustering...
ScalableLearninginReproducingKernelKre˘ınSpacesDinoOglic1ThomasGärtner2AbstractandSmola,2001).TheNyströmmethod(Nyström,1930;SmolaandSchölkopf,2000;WilliamsandSeeger,2001)isWeprovidethefirstma...
ScalableMetropolis–HastingsforExactBayesianInferencewithLargeDatasetsRobCornish1PaulVanetti1AlexandreBouchard-Coˆte´2GeorgeDeligiannidis13ArnaudDoucet13AbstractLikelihoodevaluationsperiteration1...
OnScalableandEfficientComputationofLargeScaleOptimalTransportYujiaXie1MinshuoChen1HaomingJiang1TuoZhao1HongyuanZha1AbstractearliestliteraturedatesbacktoMonge(1781).Sincethen,ithasattractedincreasin...
Multivariate-InformationAdversarialEnsembleforScalableJointDistributionMatchingZiliangChen1ZhanfuYang2XiaoxiWang1XiaodanLiang1XiaopengYan1GuanbinLi1LiangLin1Abstract(∀j∈[m],j=i)tosatisfytheequati...
DBSCAN++:TowardsfastandScalabledensityclusteringJenniferJang1HeinrichJiang2AbstractSCANcanruninO(nlogn)whenthedimensionisatmost2,itquicklystartstoexhibitquadraticbehaviorinhighdi-DBSCANisaclassical...
StructuredEvolutionwithCompactArchitecturesforScalablePolicyOptimizationKrzysztofChoromanski1MarkRowland2VikasSindhwani1RichardE.Turner2AdrianWeller23Abstractagentviadirectpolicysearchcanbecastasam...
ScalableDeletion-RobustSubmodularMaximization:DataSummarizationwithPrivacyandFairnessConstraintsEhsanKazemi1MortezaZadimoghaddam2AminKarbasi1Abstract(Bachetal.,2013),websearchandmining(Borodinetal....
ScalableGaussianProcesseswithGrid-StructuredEigenfunctions(GP-GRIEF)TreforW.Evans1PrasanthB.Nair1AbstractmąnwhiledramaticallyreducingcomputationaldemandsoveranexactGP.Thisinducingpointstructureena...
ScalableBilinearπLearningUsingStateandActionFeaturesYichenChen1LihongLi2MengdiWang3Abstracte.g.,Azaretal.(2013)).Inotherwords,thereisanoraclethattakes(s,a)asinputandoutputsarandomswithprob-Approxi...