FastIncrementalvonNeumannGraphEntropyComputation:Theory,Algorithm,andApplicationsPin-YuChen1LingfeiWu1SijiaLiu1IndikaRajapakse2Abstractfeaturesembeddedingraphs.Inparticular,evaluatingsim-ilaritybet...
FastandStableMaximumLikelihoodEstimationforIncompleteMultinomialModelsChenyangZhang1GuoshengYin1Abstractplesareincompleteinthecaseofpartialorconditionalclassification.Forsomeobservations,asubsetofc...
FastandFlexibleInferenceofJointDistributionsfromtheirMarginalsCharlieFrogner1TomasoPoggio2Abstractjointobservationsandinsteadmustrelyonobservationsofthevariablestakenseparately.Politicalscientists,...
FastandSimpleNatural-GradientVariationalInferencewithMixtureofExponential-familyApproximationsWuLin1MohammadEmtiyazKhan2MarkSchmidt1AbstractMinimalMixtureofEFExamplesofMCEFsConditionallyCurvedEFFin...
FastAlgorithmforGeneralizedMultinomialModelswithRankingDataJiaqiGu1GuoshengYin1Abstractsharedstructuresinthelog-likelihoodfunction.Wetheoret-icallyshowthatthemaximumlikelihoodestimator(MLE)Wedevelo...
DBSCAN++:TowardsFastandscalabledensityclusteringJenniferJang1HeinrichJiang2AbstractSCANcanruninO(nlogn)whenthedimensionisatmost2,itquicklystartstoexhibitquadraticbehaviorinhighdi-DBSCANisaclassical...
CompressedFactorization:FastandAccurateLow-RankFactorizationofCompressively-SensedDataVatsalSharan1KaiShengTai1PeterBailis1GregoryValiant1AbstractInthelatter,theuseofrandomprojectionsunderliesmanys...
ATree-BasedMethodforFastRepeatedSamplingofDeterminantalPointProcessesJenniferGillenwater1AlexKulesza1ZeldaMariet23SergeiVassilvitskii1AbstractForrecommendersystems,diversityintroducesvarietyandincr...
TowardsFastComputationofCertifiedRobustnessforReLUNetworksTsui-WeiWeng1HuanZhang2HonggeChen1ZhaoSong34Cho-JuiHsieh2DuaneBoning1InderjitS.Dhillon4LucaDaniel1Abstract1.IntroductionVerifyingtherobustn...
PartialOptimalityandFastLowerBoundsforWeightedCorrelationClusteringJan-HendrikLange12AndreasKarrenbauer1BjoernAndres134Abstractsolution.Weightedcorrelationclusteringingeneralgraphsishardtosolveexac...
ParallelWaveNet:FastHigh-FidelitySpeechSynthesisAaronvandenOord1YazheLi1IgorBabuschkin1KarenSimonyan1OriolVinyals1KorayKavukcuoglu1GeorgevandenDriessche1EdwardLockhart1LuisC.Cobo1FlorianStimberg1No...
Optimization,FastandSlow:OptimallySwitchingbetweenLocalandBayesianOptimizationMarkMcLeod1MichaelA.Osborne12StephenJ.Roberts12AbstractposteriorsproducedbytheGParemultivariateGaussian,soprovidebothth...
LossDecompositionforFastLearninginLargeOutputSpacesIanE.H.Yen1SatyenKale2FelixX.Yu2DanHoltmann-Rice2SanjivKumar2PradeepRavikumar1Abstractevaluation.Thiscanbeasignificantbottleneckiniterativemethods...
FastVarianceReductionMethodwithStochasticBatchSizeXuanqingLiu1Cho-JuiHsieh12AbstractHereweassumeeachfi(w)isaµ-stronglyconvex,L-smoothfunction,theregularizationtermg(w)isconvexInthispaperwestudyafa...
FastMaximizationofNon-Submodular,MonotonicFunctionsontheIntegerLatticeAlanKuhnle1J.DavidSmith1VictoriaG.Crawford1MyT.Thai1AbstractKempe,2011;Horel&Singer,2016).Inthiswork,weTheoptimizationofsubmodu...
FastParametricLearningwithActivationMemorizationJackWRae12ChrisDyer1PeterDayan3TimothyPLillicrap12Abstractspondtoagivenclass.Whentrainedwithasupervisedloss,suchascross-entropy,eachstepofgradientdes...
FastStochasticAUCMaximizationwithO(1/n)-ConvergenceRateMingruiLiu1XiaoxuanZhang1ZaiyiChen2XiaoyuWang3TianbaoYang1Abstract1982).Comparedwithmisclassificationrate,AUCismorefavorableintheapplicationsw...
FastDecodinginSequenceModelsUsingDiscreteLatentVariablesŁukaszKaiser1AurkoRoy1AshishVaswani1NikiParmar1SamyBengio1JakobUszkoreit1NoamShazeer1Abstractlation(Sutskeveretal.,2014;Bahdanauetal.,2014;C...
FastInformation-theoreticBayesianOptimisationBinxinRu1MarkMcLeod1DiegoGranziol1MichaelA.Osborne12Abstractofproblemsaregenerallynon-convexandtheirclosed-formexpressionsandderivativesareunknown(Shahr...
FastGradient-BasedMethodswithExponentialRate:AHybridControlFrameworkArmanSharifiKolarijani1PeymanMohajerinEsfahani1Tama´sKeciczky1Abstracttheanalysisanddesignofoptimizationalgorithms.Con-sideranit...