RissanenDataAnalysis:ExaminingDatasetCharacteristicsviaDescriptionLengthEthanPerez1DouweKiela2KyunghyunCho13Abstract12WeintroduceamethodtodetermineifacertainFigure1.Acapabilityfisusefulifitshortens...
LearningaUniversalTemplateforFew-shotDatasetGeneralizationEleniTriantafillou123HugoLarochelle2RichardZemel1VincentDumoulin2Abstractworkisshiftingtowardsamorechallenginginstanceoffew-shotclassificat...
DatasetDynamicsviaGradientFlowsinProbabilitySpaceDavidAlvarez-Melis1Nicolo`Fusi1Abstract2019),Datasetpooling,orinstancemixing(Zhangetal.,2018).Ontheotherhand—andourprincipalmotivationinVariousmach...
DatasetCondensationwithDifferentiableSiameseAugmentationBoZhao1HakanBilen1AbstractmassiveDatasets(e.g.(Kuznetsovaetal.,2020;Chenetal.,2020a;Kwiatkowskietal.,2019)).Forexample,ittakesInmanymachinele...
IdentifyingStatisticalBiasinDatasetReplicationLoganEngstrom1AndrewIlyas1ShibaniSanturkar1DimitrisTsipras1JacobSteinhardt2AleksanderMa˛dry1AbstractaprocessknownasDatasetreplication.Thoughnotyetwide...
SampleAmplification:IncreasingDatasetSizeevenwhenLearningisImpossibleBrianAxelrod1ShivamGarg1VatsalSharan1GregoryValiant1AbstractordoesitsufficetohaveaccesstoasmallerDatasetofsizen<mdrawnfromD,andt...
AdversarialFiltersofDatasetBiasesRonanLeBras1SwabhaSwayamdipta1ChandraBhagavatula1RowanZellers12MatthewE.Peters1AshishSabharwal1YejinChoi12Abstractwild”(Eykholtetal.,2018;Jia&Liang,2017).Thisphe-n...