"Variational"的相关文档 - 文库宝

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标签“Variational”的相关文档，共88条

Variance Reduction and Quasi-Newton for Particle-Based Variational Inference
VarianceReductionandQuasi-NewtonforParticle-BasedVariationalInferenceMichaelH.Zhu1ChangLiu2JunZhu3AbstractexactestimatorofEp[f(X)]asM→∞.Variationalin-ference(VI)methods(Wainwrightetal.,2008;Bleie...
for Variational and Variance Reduction
2023-11-14 21:46:581368573.04 KB13
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Stochastic Differential Equations with Variational Wishart Diffusions
StochasticDifferentialEquationswithVariationalWishartDiffusionsMartinJørgensen1MarcPeterDeisenroth2HughSalimbeni3AbstractWhymodeltheprocessnoise?Assumethatintheexampleabove,thetwostatesrepresentme...
Variational with Stochastic Differential Equations
2023-11-14 21:46:31991798.19 KB28
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Provable Smoothness Guarantees for Black-Box Variational Inference
ProvableSmoothnessGuaranteesforBlack-BoxVariationalInferenceJustinDomke1AbstractRanganathetal.,2014;Regieretal.,2017a;Kucukelbiretal.,2017)hasfocusedona“blackbox”modelwhereBlack-boxVariationalinf...
for Inference Variational Guarantees Provable
2023-11-14 21:45:598831.36 MB23
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On Variational Learning of Controllable Representations for Text without Supervision
OnVariationalLearningofControllableRepresentationsforTextwithoutSupervisionPengXu1JackieChiKitCheung123YanshuaiCao1Abstracttexts.Recently,VAEsandotherunsupervisedgenerativemodelshavefoundsuccessesi...
Learning of for Representations Variational
2023-11-14 21:45:36692967.88 KB17
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Meta-Learning with Shared Amortized Variational Inference
Meta-LearningwithSharedAmortizedVariationalInferenceEkaterinaIakovleva1JakobVerbeek2KarteekAlahari1Abstract2016),nearestclass-meanapproaches(Dvorniketal.,2019;Mensinketal.,2012;Renetal.,2018;Snelle...
Inference Variational with Meta-Learning Shared
2023-11-14 21:45:1016084.4 MB18
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Learning to Learn Kernels with Variational Random Features
LearningtoLearnKernelswithVariationalRandomFeaturesXiantongZhen12HaoliangSun3YingjunDu2JunXu4YilongYin3LingShao51CeesSnoek2Abstractfromrelatedtaskstoenablefastadaptationtoanewtaskwithalimitedamount...
Learning Variational with random to
2023-11-14 21:44:5811661.63 MB11
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Learning Robot Skills with Temporal Variational Inference
LearningRobotSkillswithTemporalVariationalInferenceTanmayShankar1AbhinavGupta12Abstractternortemplateofactioninresponsetoaparticularsituation,differingintheirexactimplementationsandhowtheseskillsIn...
Learning Inference Variational with Temporal
2023-11-14 21:44:5512183.53 MB10
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From Sets to Multisets Provable Variational Inference for Probabilistic Integer Submodular Models
FromSetstoMultisets:ProvableVariationalInferenceforProbabilisticIntegerSubmodularModelsAytuncSahin1YataoBian2JoachimM.Buhmann1AndreasKrause1Abstracttionperspective.Usingthecelebratedgreedyalgorithm...
from Inference Variational to Provable
2023-11-14 21:44:191183714.03 KB6
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Doubly Stochastic Variational Inference for Neural Processes with Hierarchical Latent Variables
DoublyStochasticVariationalInferenceforNeuralProcesseswithHierarchicalLatentVariablesQiWang1HerkevanHoof1Abstractdecision-making(Gal&Ghahramani,2016).Neuralprocesses(NPs)constituteafamilyofvari-Fac...
Neural for Inference Variational Stochastic
2023-11-14 21:43:5513902.05 MB4
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Convergence Rates of Variational Inference in Sparse Deep Learning
ConvergenceRatesofVariationalInferenceinSparseDeepLearningBadr-EddineChérief-Abdellatif1AbstractModernapproximateinferencemainlyreliesonVariationalinference(VI),withsometimesaﬂavorofsamplingtech-...
of Inference Sparse Variational Convergence
2023-11-14 21:43:371694286.12 KB20
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ControlVAE Controllable Variational Autoencoder
ControlVAE:ControllableVariationalAutoencoderHuajieShao1ShuochaoYao1DachunSun1AstonZhang2ShengzhongLiu1DongxinLiu1JunWang3TarekAbdelzaher1Abstract1.IntroductionVariationalAutoencoders(VAE)andtheirv...
Variational Autoencoder ControlVAE Controllable
2023-11-14 21:43:3717154.56 MB17
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Collapsed Amortized Variational Inference for Switching Nonlinear Dynamical Systems
CollapsedamortizedVariationalinferenceforswitchingnonlineardynamicalsystemsZheDong1BryanA.Seybold1KevinP.Murphy1HungH.Bui2Abstract(a)GroundTruth(b)SNLDS(c)SLDSWeproposeanefﬁcientinferencemethodfor...
for Inference Variational Nonlinear Amortized
2023-11-14 21:43:28699933.92 KB16
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Black-Box Variational Inference as a Parametric Approximation to Langevin Dynamics
Black-BoxVariationalInferenceasDistilledLangevinDynamicsMatthewHoffman1Yi-AnMa12AbstractrithmsareMarkovchainMonteCarlo(MCMC)andvaria-tionalinference(VI).VIchoosesafamilyoftractabledis-Variationalin...
Inference Variational Approximation to as
2023-11-14 21:43:181543733.15 KB9
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Variational Russian Roulette for Deep Bayesian Nonparametrics
VariationalRussianRouletteforDeepBayesianNonparametricsKaiXu1AkashSrivastava12CharlesSutton134Abstractfetprocess(IBP)priorisarepresentationlearningmethodthatinfersalatentbinaryvectorforeachdatapoin...
for Variational Deep Bayesian Russian
2023-11-13 14:48:5713686.43 MB21
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Variational Inference for sparse network reconstruction from count data
VariationalInferenceofSparseNetworkfromCountDataJulienChiquet1MahendraMariadassou2Ste´phaneRobin1Abstractoreticalgroundingsforcapturingconditionaldependencerelationshipsbetweennodes:iandjarelinked...
for from Inference Sparse Variational
2023-11-13 14:48:5615741.72 MB19
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Variational Laplace Autoencoders
VariationalLaplaceAutoencodersYookoonPark1ChrisDongjooKim1GunheeKim1AbstractVAEsare:(1)theconstrainedexpressivenessofthefully-factorizedGaussianposteriorassumptionand(2)theamor-Variationalautoencod...
Variational Autoencoders Laplace
2023-11-13 14:48:5616612.28 MB25
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Variational Implicit Processes
VariationalImplicitProcessesChaoMa1YingzhenLi2JoséMiguelHernández-Lobato12AbstractThispaperexplorestheextensionofimplicitmodelstoBayesianmodelingofrandomfunctions.Similartothecon-Weintroducetheim...
Variational Processes Implicit
2023-11-13 14:48:561128905.06 KB17
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Variational Annealing of GANs A Langevin Perspective
VariationalAnnealingofGANs:ALangevinPerspectiveChenyangTao1ShuyangDai1LiqunChen1KeBai1JunyaChen12ChangLiu13RuiyiZhang1GeorgiyBobashev4LawrenceCarin1Abstractapre-speciﬁedsimpledistributionq(z)throu...
of Variational GANs Langevin Perspective
2023-11-13 14:48:5610113.02 MB27
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Understanding and Accelerating Particle-Based Variational Inference
UnderstandingandAcceleratingParticle-BasedVariationalInferenceChangLiu1JingweiZhuo1PengyuCheng2RuiyiZhang2JunZhu1LawrenceCarin2Abstractmethods(Geman&Geman,1987;Nealetal.,2011;Welling&Teh,2011;Dinge...
Inference Variational and Understanding Accelerating
2023-11-13 14:48:521654777.91 KB12
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The Variational Predictive Natural Gradient
TheVariationalPredictiveNaturalGradientDaTang1RajeshRanganath2Abstractfamily.TheVariationalfamilyplusthemodeltogetherde-ﬁnetheVariationalobjective.TheVariationalobjectivecanVariationalinferencetra...
Variational Gradient the Natural Predictive
2023-11-13 14:48:4716622.38 MB28
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