AdversariallyLearnedRepresentationsforInformationObfuscationandInferenceMartinBertran1NataliaMartinez1AfroditiPapadaki2QiangQiu1MiguelRodrigues2GalenReeves1GuillermoSapiro1Abstractaparticularinfere...
MutualInformationNeuralEstimationMohamedIshmaelBelghazi1AristideBaratin12SaiRajeswar1SherjilOzair1YoshuaBengio134AaronCourville13RDevonHjelm14Abstracttrasttocorrelation,mutualInformationcapturesnon...
InformationTheoreticGuaranteesforEmpiricalRiskMinimizationwithApplicationstoModelSelectionandLarge-ScaleOptimizationIbrahimAlabdulmohsin1AbstractadomainZ,andalossfunctionontheproductspacef:Inthispa...
ImprovingSignRandomProjectionsWithAdditionalInformationKeeganKang1WongWeiPin1Abstractgularsimilaritywithhighprobability.ThetimetakenunderthistechniquewouldbereducedtoO(npk+n2k).Signrandomprojection...
ImprovednearestneighborsearchusingauxiliaryInformationandpriorityfunctionsOmidKeivani1KaushikSinha1AbstractThenaivelineartimesolution,thatscansthrougheachdatapointxi∈S,oftenbecomesimpracticalforla...
CompressingNeuralNetworksusingtheVariationalInformationBottleneckBinDai1ChenZhu2BainingGuo3DavidWipf3Abstractnetworkpruneddowntoasmalleroneofequivalentsizeoftenproduceshigheraccuracy(Linetal.,2017)...
RelativeFisherInformationandNaturalGradientforLearningLargeModularModelsKeSun1FrankNielsen23AbstractTheFIMisnotinvariantanddependsontheparameteri-zation.WecanoptionallywriteI(Θ)asIΘ(Θ)toem-Fishe...
NonparanormalInformationEstimationShashankSingh1Barnaba´sPo´czos1Abstracttection(Bercher&Vignat,2000),andanomalydetectioninnetworks(Noble&Cook,2003;Nychisetal.,2008;Westudytheproblemofusingi.i.d....
LearningDiscreteRepresentationsviaInformationMaximizingSelf-AugmentedTrainingWeihuaHu12TakeruMiyato34SeiyaTokui31EiichiMatsumoto31MasashiSugiyama21Abstract000111111DiscreterepresentationsSimilariza...