Inter-domainDeepGaussianProcessesTimG.J.Rudner1DinoSejdinovic2YarinGal1Abstractpoints-basedinferenceforGPsreliesonpointevaluationsandthus,byconstruction,createslocalapproximationstoInter-domainGaus...
InfoGAN-CRandModelCentrality:Self-supervisedModelTrainingandSelectionforDisentanglingGANsZinanLin1KiranK.Thekumparampil2GiuliaFanti1SewoongOh3Abstract1.IntroductionDisentangledgenerativemodelsmapal...
InexactTensorMethodswithDynamicAccuraciesNikitaDoikov1YuriiNesterov2Abstractberg,2018;Doikov&Richta´rik,2018;Wangetal.,2018;Zhouetal.,2019),whichhavebetterconvergencerate,thanInthispaper,westudyin...
IndividualCalibrationwithRandomizedForecastingShengjiaZhao1TengyuMa1StefanoErmon1Abstractbrated,itispossiblethatthetrueoutcomeisalwaysbelowthepredictedmedianonasubgroup(e.g.,men),andalwaysMachinele...
ImprovedSleepingBanditswithStochasticActionsSetsandAdversarialRewardsAadirupaSaha1PierreGaillard2MichalValko3Abstractetal.,2012).Howeverinvariousrealworldapplications,thedecisionspace(setofarmsA)of...
GraphConvolutionalNetworkforRecommendationwithLow-passCollaborativeFiltersWenhuiYu1ZhengQin12Abstractthesignalofeachnodewithitsneighborhoods(Zhouetal.,2018).Byconstrainingthekernel,GCNslosetheabili...
Gradient-freeOnlineLearninginGameswithDelayedRewardsAmélieHéliou1PanayotisMertikopoulos21ZhengyuanZhou3AbstractSimilarissuesalsoariseinoperationsresearch,onlinemachinelearning,andotherfieldswhere...
GradientTemporal-DifferenceLearningwithRegularizedCorrectionsSinaGhiassian1AndrewPatterson1ShivamGarg1DhawalGupta1AdamWhite12MarthaWhite1Abstractlearnapolicyfromhumandemonstrations.Ingeneral,manyal...
GNN-FiLM:GraphNeuralNetworkswithFeature-wiseLinearModulationMarcBrockschmidt1AbstractMostneuralgraphlearningmethodscanbesummarisedasneuralmessagepassing(Gilmeretal.,2017):nodesareThispaperpresentsa...
GenerativeAdversarialImitationLearningwithNeuralNetworkParameterization:GlobalOptimalityandConvergenceRateYufengZhang1QiCai1ZhuoranYang2ZhaoranWang1Abstractoptimalpolicy.IRLformulatesILasabilevelop...
GenerativeFlowswithMatrixExponentialChangyiXiao1LigangLiu1Abstractflowsmodels.Therearetwoprinciplesthatshouldbefol-lowed.First,theJacobiandeterminantshouldbecomputedGenerativeflowsmodelsenjoythepro...
GeneralizationGuaranteesforSparseKernelApproximationwithEntropicOptimalFeaturesLiangDing1RuiTuo1ShahinShahrampour1AbstractSupportVectorMachines(SVM)).Despitetheirsuccess,kernelmethodssufferfromInth...
GeneralisationerrorinlearningwithrandomfeaturesandthehiddenmanifoldmodelFedericaGerace1BrunoLoureiro1FlorentKrzakala2MarcMézard2LenkaZdeborová1Abstracttiveresearchsubject.Thetraditionallearningth...
FractionalUnderdampedLangevinDynamics:RetargetingSGDwithMomentumunderHeavy-TailedGradientNoiseUmutS¸ims¸ekli12LingjiongZhu3YeeWhyeTeh2MertGu¨rbu¨zbalaban4Abstract1.IntroductionStochasticgradien...
FiedlerRegularization:LearningNeuralNetworkswithGraphSparsityEdricTam1DavidDunson1Abstractthusbeendeveloped.Thesetechniquesoftenregularizethenetworksfromaglobal/uniformperspective,e.g.weightde-Wein...
FederatedLearningwithOnlyPositiveLabelsFelixX.Yu1AnkitSinghRawat1AdityaKrishnaMenon1SanjivKumar1AbstractThissettingcanalsobeextendedtothecasewhereeachuserhasaccesstodataassociatedwithasmallnumberof...
FastOSCARandOWLRegressionviaSafeScreeningRulesRunxueBao1BinGu2HengHuang12Abstractwithoutanypriorinformationoffeaturegroups.Remark-ably,(Buetal.,2019)concludedthatithastwogoodproper-OrderedWeightedL...
FastLearningofGraphNeuralNetworkswithGuaranteedGeneralizability:One-hidden-layerCaseShuaiZhang1MengWang1SijiaLiu2Pin-YuChen3JinjunXiong3Abstract1.IntroductionAlthoughgraphneuralnetworks(GNNs)haveGr...
FastDeterministicCURMatrixDecompositionwithAccuracyAssuranceYasutoshiIda12SekitoshiKanai1YasuhiroFujiwara3TomoharuIwata3KohTakeuchi24HisashiKashima24Abstractthedatamatrix.Namely,thedecomposedmatric...
FairwashingExplanationswithOff-ManifoldDetergentChristopherJ.Anders1PlamenPasliev1Ann-KathrinDombrowski1Klaus-RobertMu¨ller123PanKessel1Abstractquestionablefeatures.Itcanfurthermoreprovidefeedback...