"Label"的相关文档

标签“Label”的相关文档，共21条

Understanding Instance-Level Label Noise Disparate Impacts and Treatments
UnderstandingInstance-LevelLabelNoise:DisparateImpactsandTreatmentsYangLiu1Abstractframework(Feldman,2020),wedemonstratethevaryingeffectsofmemorizingnoisyLabelsassociatedwithinstancesThispaperaimst...
and Understanding Noise Label Impacts
2023-11-16 19:42:1712921.41 MB21
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Sinkhorn Label Allocation Semi-Supervised Classification via Annealed Self-Training
SinkhornLabelAllocation:Semi-SupervisedClassiﬁcationviaAnnealedSelf-TrainingKaiShengTai1PeterBailis1GregoryValiant1Abstractsiﬁcationtasks.Self-training,alsoknownasself-Labeling,isanSSLmethodwhere...
via Classification Allocation Semi-Supervised Label
2023-11-16 19:41:49524773.29 KB20
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Multi-Dimensional Classification via Sparse Label Encoding
Multi-DimensionalClassiﬁcationviaSparseLabelEncodingBin-BinJia12Min-LingZhang13Abstractexistinvariousﬁelds,e.g.,textclassiﬁcation(Shatkayetal.,2008),bioinformatics(Rodr´ıguezetal.,2012),resour...
Sparse via Classification Label Encoding
2023-11-16 19:15:30649443.47 KB6
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Locally Adaptive Label Smoothing Improves Predictive Churn
LocallyAdaptiveLabelSmoothingforPredictiveChurnDaraBahri1HeinrichJiang1Abstractaswewillshowlaterintheexperiments.Thus,evenanoptimizedtrainingprocedurecanleadtohighpredictionTrainingmodernneuralnetw...
Adaptive Predictive Label Locally Smoothing
2023-11-16 19:05:0915591.19 MB16
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Leveraged Weighted Loss for Partial Label Learning
LeveragedWeightedLossforPartialLabelLearning1HongweiWen2JingyiCui1HanyuanHang2JiabinLiu3YisenWang1ZhouchenLin14Abstract2012),etc,andsubsequentlyattractsalotofattentiononmethodologystudies(Fengetal....
Learning for Loss Partial Label
2023-11-16 19:05:061189566.72 KB23
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LAMDA Label Matching Deep Domain Adaptation
LAMDA:LabelMatchingDeepDomainAdaptationTrungLe1TuanNguyen1NhatHo2HungBui3DinhPhung13AbstractconsumingtocollectandLabelhigh-qualitydatasufﬁcientlylargetotrainaccuratedeepmodels,suchasinthedomainDee...
Matching Deep Domain Adaptation Label
2023-11-16 18:46:428341.06 MB4
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Label Inference Attacks from Log-loss Scores
LabelInferenceAttacksfromLog-lossScoresAbhinavAggarwal1ShivaPrasadKasiviswanathan1ZekunXu1OluwaseyiFeyisetan1NathanaelTeissier1AbstractthatPNi=1ui,k=1.Let2[K]NbeaLabeling.Then,theK-arylog-loss(or,c...
from Inference Attacks Label Scores
2023-11-16 18:46:4114011.27 MB10
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Label Distribution Learning Machine
LabelDistributionLearningMachineJingWang12XinGeng12AbstractHAP:1.39descriptiondegree0.30SAD:2.030.25AlthoughLabelDistributionLearning(LDL)hasSUR:1.57witnessedextensiveclassiﬁcationapplications,itA...
Learning Machine Distribution Label
2023-11-16 18:46:4118494.58 MB12
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A Theory of Label Propagation for Subpopulation Shift
ATheoryofLabelPropagationforSubpopulationShiftTianleCai12RuiqiGao12JasonD.Lee1QiLei1Abstracttees.Manyoftheworksarebasedonthecovariateshiftas-sumption(Heckman,1979;Shimodaira,2000),whichstatesOneoft...
of for Theory Propagation Label
2023-11-16 17:52:001110496.52 KB10
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Variational Label Enhancement
VariationalLabelEnhancementNingXu1JunShu2Yun-PengLiu1XinGeng1AbstractrelevantLabelsinstancesirrelevantLabelssand(a)sunLabeldistributioncoversacertainnumberofla-(b)busbels,representingthedegreetowhi...
Variational Label Enhancement
2023-11-14 21:46:591261809.23 KB12
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Self-supervised Label Augmentation via Input Transformations
Self-supervisedLabelAugmentationviaInputTransformationsHankookLee1SungJuHwang234JinwooShin21Abstractsentationlearningforimages(Doerschetal.,2015;Noroozi&Favaro,2016;Larssonetal.,2017;Gidarisetal.,2...
via Self-supervised Input Transformations Label
2023-11-14 21:46:2119181.78 MB6
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LTF A Label Transformation Framework for Correcting Label Shift
LTF:ALabelTransformationFrameworkforCorrectingTargetShiftJiaxianGuo1MingmingGong2TongliangLiu1KunZhang3DachengTao1Abstract1.IntroductionDistributionshiftisamajorobstacletothede-Standardsupervisedle...
for Framework Correcting Label Shift
2023-11-14 21:45:0617852.17 MB16
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Learning with Bounded Instance- and Label-dependent Label Noise
LearningwithBoundedInstance-andLabel-dependentLabelNoiseJiachengCheng12TongliangLiu1KotagiriRamamohanarao3DachengTao1AbstractLabelsmadebyhumanexpertsarelikelytobenoisyduetoconfusedpatternsandpercep...
Learning and with Label Bounded
2023-11-14 21:45:00719601.31 KB16
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Does Label smoothing mitigate Label noise
DoesLabelSmoothingMitigateLabelNoise?MichalLukasik1SrinadhBhojanapalli1AdityaKrishnaMenon1SanjivKumar1AbstractInterestingly,therearetwocompetingintuitions.Ontheonehand,smoothingmightmitigatetheprob...
Noise Does Label Smoothing mitigate
2023-11-14 21:43:535171.06 MB9
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Deep Streaming Label Learning
DeepStreamingLabelLearningZhenWang1LiuLiu1DachengTao1Abstractnon-exclusiveLabels.Forexample,adocumentmaybe-longtovarioustopics(Zhang&Zhou,2006;Nametal.,Inmulti-Labellearning,eachinstancecanbeas-201...
Learning Deep Label Streaming
2023-11-14 21:43:451429546.94 KB14
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Unsupervised Label Noise Modeling and Loss Correction
UnsupervisedLabelNoiseModelingandLossCorrectionEricArazo1DiegoOrtego1PaulAlbert1NoelE.O’Connor1KevinMcGuinness1Abstract3Clean4DespitebeingrobusttosmallamountsofLabelLoss2Noisy3noise,convolutionaln...
and Unsupervised Loss Modeling Noise
2023-11-13 14:48:5518653.52 MB25
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Learning Context-dependent Label Permutations for Multi-Label Classification
LearningContext-DependentLabelPermutationsforMulti-LabelClassiﬁcationJinseokNam1Young-BumKim1EneldoLozaMenc´ıa2SunghyunPark1RuhiSarikaya1JohannesFu¨rnkranz2AbstractofCCsisthattheyrequireaﬁxeds...
Learning for Classification Context-Dependent Permutations
2023-11-13 14:47:378723.82 MB4
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How does Disagreement Help Generalization against Label Corruption
HowdoesDisagreementHelpGeneralizationagainstLabelCorruption?XingruiYu1BoHan2JiangchaoYao3GangNiu2IvorW.Tsang1MasashiSugiyama24AbstractthesecomplexmodelscanfullymemorizenoisyLabels(Zhangetal.,2017;A...
How generalization Does Label against
2023-11-13 14:47:26721893.87 KB28
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Exploiting Worker Correlation for Label Aggregation in Crowdsourcing
ExploitingWorkerCorrelationforLabelAggregationinCrowdsourcingYuanLi1BenjaminI.P.Rubinstein1TrevorCohn1Abstractequalvotestowardsconsensus.Numerousprobabilisticmodelshaveemergedthatparameteriseworker...
for Aggregation in Exploiting Label
2023-11-13 14:47:061648500.17 KB13
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Combating Label Noise in Deep Learning using Abstention
CombatingLabelNoiseinDeepLearningUsingAbstentionSunilThulasidasan12TanmoyBhattacharya1JeffreyBilmes2GopinathChennupati1JamaludinMohd-Yusof1AbstractImageNetdatabase(Dengetal.,2009)usedfortrainingvis...
Learning Using Deep in Noise
2023-11-13 14:46:4018156.85 MB5
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