SPECTRE:DefendingAgainstBackdoorAttacksUsingRobustStatisticsJonathanHayase1WeihaoKong1RaghavSomani1SewoongOh1AbstractaccuracyonpoisonedtestexamplesStartingwiththeseminalworkof(Guetal.,2017),thereha...
ConditionalTemporalNeuralProcesseswithCovarianceLossBoseonYoo1JiwooLee2JanghoonJu2SeijunChung1SoyeonKim1JaesikChoi13Abstractducedin(Garneloetal.,2018a),whicharethenoveleffortsthatimplementsuchGPswi...
RandomMatrixImprovedCovarianceEstimationforaLargeClassofMetricsMalikTiomoko12FlorentBouchard3GuillaumeGinolhac3RomainCouillet21AbstractconstraintswithLASSOandgraphicalLASSO-basedap-proaches(Friedma...
DiscoveringLatentCovarianceStructuresforMultipleTimeSeriesAnhTong1JaesikChoi1AbstracttheAutomaticBayesianCovarianceDiscovery(ABCD)whichsolvesregressiontasksusingGaussianProcess(GP)Analyzingmultivar...
Large-ScaleSparseInverseCovarianceEstimationviaThresholdingandMax-DetMatrixCompletionRichardY.Zhang1SalarFattahi1SomayehSojoudi2Abstractzero.ForGaussiandistributions,thestatisticalinterpre-tationof...
TowardEfficientandAccurateCovarianceMatrixEstimationonCompressedDataXixianChen12MichaelR.Lyu12IrwinKing12Abstractwithitsextensions(Zouetal.,2006),LinearDiscrimi-nantAnalysis(LDA),andQuadraticDiscri...
McGan:MeanandCovarianceFeatureMatchingGANYoussefMroueh12TomSercu12VaibhavaGoel2Abstractetal.,2015;Dziugaiteetal.,2015).Asshownempiricallyin(Salimansetal.,2016),onecantraintheGANdiscrimi-Weintroduce...