LearningNoiseTransitionMatrixfromOnlyNoisyLabelsviaTotalVariationRegularizationYivanZhang12GangNiu2MasashiSugiyama21AbstractBackground.Earlystudiesonlearningfromnoisylabelscanbetracedbacktotherando...
LearningfromNoisyLabelswithNoChangetotheTrainingProcessMingyuanZhang1JaneLee2ShivaniAgarwal1Abstract1.IntroductionTherehasbeenmuchinterestinrecentyearsInmanyapplicationsofmachinelearning,onereceive...
LearningfromSimilarity-ConfidenceDataYuzhouCao1LeiFeng23YitianXu1BoAn4GangNiu3MasashiSugiyama35Abstractjanetal.,2013;Hanetal.,2018b;a;Zhangetal.,2019;Xiaetal.,2019;2020),partial-labellearning(Coure...
LearningfromHistoryforByzantineRobustOptimizationSaiPraneethKarimireddy1LieHe1MartinJaggi1Abstracttryingtoderailtheprocess,ormightsimplybemalfunc-tioningandhencesendingarbitrarymessages.EnsuringByz...
LearningfromBiasedData:ASemi-ParametricApproachPatriceBertail1StephanCle´menc¸on2YannickGuyonvarch2NathanNoiry2AbstractdistributionPand:Z×Θ→R+isagivenlossfunc-Weconsiderriskminimizationproblem...
LearningfromNestedDatawithOrnsteinAuto-EncodersYoungwonChoi12SungdongLee1Joong-HoWon1Abstracttureforeachdigit.Inmulticenterelectronichealthrecords,patientsarenestedwithinahospital.Forsuchnesteddata...
LearningDe-identifiedRepresentationsofProsodyfromRawAudioJackWeston1RaphaëlLenain1UdeepaMeepegama1EmilFristed1AbstractThephoneticproblemhasautomaticspeechrecognition(ASR)asitsobvioususe-case.Inrec...
InteractiveLearningfromActivityDescriptionKhanhNguyen1DipendraMisra2RobertSchapire2MiroDud´ık2PatrickShafto3Abstract“Walkthroughthelivingroomandturnleft.WalkWepresentanovelinteractivelearningpro...
LabelInferenceAttacksfromLog-lossScoresAbhinavAggarwal1ShivaPrasadKasiviswanathan1ZekunXu1OluwaseyiFeyisetan1NathanaelTeissier1AbstractthatPNi=1ui,k=1.Let2[K]Nbealabeling.Then,theK-arylog-loss(or,c...
Estimating↵-RankfromAFewEntrieswithLowRankMatrixCompletionYaliDu1XueYan2XuChen3JunWang1HaifengZhang2Abstractetal.,2018;Omidshafieietal.,2019).TheEloandTrueSkillbothdealwithratingsofagentsinthepair...
fromPoincare´RecurrencetoConvergenceinImperfectInformationGames:FindingEquilibriumviaRegularizationJulienPerolat1RemiMunos1Jean-BaptisteLespiau1ShayeganOmidshafiei1MarkRowland1PedroOrtega1NeilBurc...
fromLocaltoGlobalNormEmergence:DissolvingSelf-reinforcingSubstructureswithIncrementalSocialInstrumentsYiweiLiu1234JiamouLiu4KaibinWan1ZhanQin56ZijianZhang24BakhadyrKhoussainov34LiehuangZhu2Abstract...
fromLocalStructurestoSizeGeneralizationinGraphNeuralNetworksGiladYehudai1EthanFetaya2EliMeirom1GalChechik12HaggaiMaron1AbstractFigure1.WestudytheabilityofGNNstogeneralizefromsmalltolargegraphs,focu...
DeepWalkingBackwards:fromNodeEmbeddingsBacktoGraphsSudhanshuChanpuriya1CameronMusco1KonstantinosSotiropoulos2CharalamposE.Tsourakakis23AbstractSaul,2000)usespectralembeddingsderivedforthegraphLapla...
DecouplingRepresentationLearningfromReinforcementLearningAdamStooke1KiminLee1PieterAbbeel1MichaelLaskin1AbstractHaarnojaetal.,2018)andhavebeensuccessfullyappliedtodomainsrangingfromreal-world(Levin...
Cross-domainImitationfromObservationsDriptaS.Raychaudhuri1SujoyPaul2†JeroenvanBaar3AmitK.Roy-Chowdhury1AbstractExpertdomainProxytaskInferencetaskImitationlearningseekstocircumventthediffi-Transfor...
Cross-GradientAggregationforDecentralizedLearningfromNon-IIDDataYasamanEsfandiari1SinYongTan1ZhanhongJiang2AdityaBalu1EthanHerron1ChinmayHegde3SoumikSarkar1AbstractFigure1.Algorithmoverview.Inthepr...
BinaryClassificationfromMultipleUnlabeledDatasetsviaSurrogateSetClassificationNanLu12ShidaLei1GangNiu2IsseiSato12MasashiSugiyama21Abstractetal.,2017;VanRooyen&Williamson,2018;Hanetal.,2018;2020;Fan...
AggregatingfromMultipleTarget-ShiftedSourcesChangjianShui1ZijianLi2JiaqiLi3ChristianGagne´14CharlesX.Ling3BoyuWang35AbstractFigure1.LimitationofmerelyconsideringmarginaldistributionP(x)inthesource...
ACE:ExplainingclusterfromanadversarialperspectiveYangYoungLu1TimothyC.Yu2GiancarloBonora1WilliamStaffordNoble13Abstractcorrespondtofeaturesofthosecells(geneexpressionval-ues,methylationevents,etc.)...