"GANs"的相关文档

标签“GANs”的相关文档，共12条

Understanding Noise Injection in GANs
UnderstandingNoiseInjectioninGANsRuiliFeng1DeliZhao2Zheng-JunZha†1Abstractquantizingneuralnetworks(Baskinetal.,2018).Inrecentyears,noiseinjection1hasattractedmoreandmoreatten-Noiseinjectionisaneff...
in GANs Understanding Noise Injection
2023-11-16 19:42:185512.51 MB20
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Uncertainty Principles of Encoding GANs
UncertaintyPrinciplesofEncodingGANsRuiliFeng1ZhouchenLin‡23JiapengZhu4DeliZhao5JinrenZhou5Zheng-JunZha†1Abstract1.IntroductionThecompellingsynthesisresultsofGenerativeGenerativeAdversarialNetwork...
of GANs Uncertainty Encoding Principles
2023-11-16 19:42:1616374.41 MB24
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Neural SDEs as Infinite-Dimensional GANs
NeuralSDEsasInﬁnite-DimensionalGANsPatrickKidger12JamesFoster12XuechenLi3HaraldOberhauser12TerryLyons12Abstractstochasticdifferentialequations(neuralSDEs),suchasTzen&Raginsky(2019a);Lietal.(2020);...
Neural GANs as Infinite-Dimensional SDEs
2023-11-16 19:15:35886529.87 KB11
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Understanding and Stabilizing GANs Training Dynamics Using Control Theory
UnderstandingandStabilizingGANs’TrainingDynamicsusingControlTheoryKunXu1ChongxuanLi1JunZhu1BoZhang1Abstractplesfromfakeones.Gaimstorecoverthedatadistributionbymaximizingthisratio.Thisframeworkisfo...
Using and GANs Understanding Training
2023-11-14 21:46:5418552.94 MB22
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On Leveraging Pretrained GANs for Generation with Limited Data
OnLeveragingPretrainedGANsforGenerationwithLimitedDataMiaoyunZhao1YulaiCong1LawrenceCarin1AbstractAlthoughmanypowerfulGANmodelspretrainedonlarge-scaledatasetshavebeenreleased,feweffortshavebeenRece...
for Generation with on GANs
2023-11-14 21:45:305494.8 MB28
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Learning disconnected manifolds a no GANs land
LearningDisconnectedManifolds:anoGAN’slandUgoTanielian12ThibautIssenhuth2ElvisDohmatob2JérémieMary2Abstract(a)Heatmapofthegenerator’sJaco-biannorm.Whitecircles:quantilesTypicalarchitecturesofGe...
Learning GANs Manifolds No disconnected
2023-11-14 21:44:518751.9 MB28
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Implicit competitive regularization in GANs
ImplicitcompetitiveregularizationinGANsFlorianScha¨fer1HongkaiZheng23AnimaAnandkumar1AbstractTheminimaxinterpretation:Presently,thesuccessofGANsismostlyattributedtopropertiesofthedivergenceThesucc...
in GANs Regularization Implicit Competitive
2023-11-14 21:44:3214727.42 MB16
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GANs May Have No Nash Equilibria
DoGANsalwayshaveNashequilibria?FarzanFarnia1AsumanOzdaglar1Abstractinmanytasksoflearningthedistributionofobservedsam-ples.Unlikethetraditionalapproachestodistributionlearn-Generativeadversarialnetw...
GANs Nash No Equilibria have
2023-11-14 21:44:2018826.59 MB17
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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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Probability Functional Descent A Unifying Perspective on GANs, Variational Inference, and Reinforcement Learning
ProbabilityFunctionalDescent:AUnifyingPerspectiveonGANs,VariationalInference,andReinforcementLearningCaseyChu1JoseBlanchet2PeterGlynn2Abstractreinforcementlearning.Thegoalofthispaperistoprovideauni...
Unifying Descent on GANs Perspective
2023-11-13 14:48:17766310.25 KB10
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Entropic GANs meet VAEs A Statistical Approach to Compute Sample Likelihoods in GANs
EntropicGANsmeetVAEs:AStatisticalApproachtoComputeSampleLikelihoodsinGANsYogeshBalaji1HamedHassani2RamaChellappa3SoheilFeizi1Abstract1.IntroductionBuildingonthesuccessofdeeplearning,twoLearninggene...
Statistical GANs to Approach VAEs
2023-11-13 14:47:047221.63 MB29
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Conditional Image Synthesis with Auxiliary Classifier GANs
ConditionalImageSynthesiswithAuxiliaryClassiﬁerGANsAugustusOdena1ChristopherOlah1JonathonShlens1Abstractseveralpromisingapproachesforbuildingimagesynthe-sismodels.Variationalautoencoders(VAEs)maxi...
with Conditional Image Synthesis Auxiliary
2023-11-12 20:44:0211091.42 MB17
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