UniSpeech:UnifiedSpeechRepresentationLearningwithLabeledandUnlabeledDataChengyiWang1YuWu2YaoQian2KenichiKumatani2ShujieLiu2FuruWei2MichaelZeng2XuedongHuang2Abstractmajorityofthenearly7000languagess...
UnifiedRobustSemi-SupervisedVariationalAutoencoderXuChen1Abstracttheinputimagecontainsoutlierswheretheirbehaviorsarefarawayfromnormalsamples(Boraetal.,2018).ForInthispaper,weproposeanovelnoise-robu...
SUNRISE:ASimpleUnifiedFrameworkforEnsembleLearninginDeepReinforcementLearningKiminLee1MichaelLaskin1AravindSrinivas1PieterAbbeel1Abstractefficientmodel-freeRLalgorithmsthroughimprovementsinoff-poli...
JustHowToxicisDataPoisoning?AUnifiedBenchmarkforBackdoorandDataPoisoningAttacksAviSchwarzschild1MicahGoldblum2ArjunGupta3JohnP.Dickerson2TomGoldstein2AbstractAtthisscale,itisofteninfeasibletoproper...
AUnifiedLotteryTicketHypothesisforGraphNeuralNetworksTianlongChen1YongduoSui2XuxiChen1AstonZhang3ZhangyangWang1Abstract0.0059.0486.580.0083.2294.5097.75WithgraphsrapidlygrowinginsizeanddeeperGNNSpa...
AUnifiedGenerativeAdversarialNetworkTrainingviaSelf-LabelingandSelf-AttentionTomokiWatanabe1PaoloFavaro2Abstractgeneratesamplesfromsomelatentrepresentation(typicallyasamplefromaGaussiandistribution...
UNILMv2:Pseudo-MaskedLanguageModelsforUnifiedLanguageModelPre-TrainingHangboBao1LiDong2FuruWei2WenhuiWang2NanYang2XiaodongLiu2YuWang2SonghaoPiao1JianfengGao2MingZhou2Hsiao-WuenHon2Abstract?1?2?3...
MessagePassingLeastSquaresFrameworkanditsApplicationtoRotationSynchronizationYunpengShi1GiladLerman1Abstractalsoasolution.Theabovementionedsynchronizationproblems(rotation,permutation,andZ2synchron...
Dual-PathDistillation:AUnifiedFrameworktoImproveBlack-BoxAttacksYonggangZhang1YaLi2TongliangLiu3XinmeiTian1Abstract(Athalyeetal.,2018),evaluatemodelrobustness(Carlini&Wagner,2017;Moosavi-Dezfooliet...
AUnifiedTheoryofDecentralizedSGDwithChangingTopologyandLocalUpdatesAnastasiaKoloskova1NicolasLoizou2SadraBoreiri1MartinJaggi1SebastianU.Stich1Abstractetal.,2016;2017;Kairouzetal.,2019)hasemerged,bu...
TowardsaUnifiedAnalysisofRandomFourierFeaturesZhuLi1Jean-FrançoisTon1DinoOglic2DinoSejdinovic1Abstractimplicitcomputationofaninnerproductbetweenrichfea-turerepresentationsofdatathroughthekerneleva...
TowardsaDeepandUnifiedUnderstandingofDeepNeuralModelsinNLP1ChaoyuGuan2XitingWang2QuanshiZhang1RunjinChen1DiHe3XingXie2Abstract(a)Gradient-basedmethod(b)OursWedefineaunifiedinformation-basedmeasureF...
AUnifiedViewofMulti-LabelPerformanceMeasuresXi-ZhuWu1Zhi-HuaZhou1Abstracteachinstancecanbeassociatedwithmultiplelabelssimul-taneously.Forexample,itisdifficulttotellwhichmistakeMulti-labelclassifica...
AUnifiedVarianceReduction-BasedFrameworkforNonconvexLow-RankMatrixRecoveryLingxiaoWang1XiaoZhang1QuanquanGu1Abstractlaxationbasedoptimization(Srebroetal.,2004;Cande`s&Tao,2010;Rohdeetal.,2011;Recht...
AUnifiedMaximumLikelihoodApproachforEstimatingSymmetricPropertiesofDiscreteDistributionsJayadevAcharya1HirakenduDas2AlonOrlitsky3AnandaTheerthaSuresh4Abstractapplications.Symmetricdistributionprope...