FunctionalSpaceAnalysisofLocalGANConvergenceValentinKhrulkov1ArtemBabenko12IvanOseledets3Abstractousgradientdescent.InNagarajan&Kolter(2017)itwasshownthatundermildassumptions,thismethodislocallyRec...
DeepLearningforFunctionalDataAnalysiswithAdaptiveBasisLayersJunwenYao1JonasMueller2Jane-LingWang1Abstractindividualsubjectinourdataset.Withoutlossofgeneral-ityweassumethattheintervalis[0,1].Thecurv...
AFunctionalPerspectiveonLearningSymmetricFunctionswithNeuralNetworksAaronZweig1JoanBruna12AbstractSuchsymmetricfunctionsappearnaturallyacrossseveraldomains,includingparticlephysics,computergraphics...
MetaFun:Meta-LearningwithIterativeFunctionalUpdatesJinXu1Jean-FrancoisTon1HyunjikKim2AdamR.Kosiorek13YeeWhyeTeh1AbstractTheobjectiveofmeta-learningisthentolearntheencoderandthedecodersuchthatthepro...
ProbabilityFunctionalDescent:AUnifyingPerspectiveonGANs,VariationalInference,andReinforcementLearningCaseyChu1JoseBlanchet2PeterGlynn2Abstractreinforcementlearning.Thegoalofthispaperistoprovideauni...
FunctionalTransparencyforStructuredData:aGame-TheoreticApproachGuang-HeLee1WengongJin1DavidAlvarez-Melis1TommiS.Jaakkola1Abstractto1-Lipschitzfunctions.Astrictadherencetoacomplex,globalFunctionalcl...
FormalPrivacyforFunctionalDatawithGaussianPerturbationsArdalanMirshani1MatthewReimherr1AleksandraSlavkovic1Abstractdata,withthecorrespondingbranchofstatisticscalledfunc-tionaldataanalysis,FDA.FDAis...
FunctionalGradientBoostingbasedonResidualNetworkPerceptionAtsushiNitanda12TaijiSuzuki12Abstract&Wolf(2016).TheypresentedthatResNetsareensembleofshallowermodelsusinganunraveledviewofResNets.Residual...
CompositeFunctionalGradientLearningofGenerativeAdversarialModelsRieJohnson1TongZhang2Abstractinaterealdatafromgenerateddata.Mathematically,GANThispaperfirstpresentsatheoryforgenerativesolvesthefoll...