ParameterlessTransductiveFeatureRe-representationforFew-shotLearningWentaoCui1YuhongGuo12AbstractFSLsolutionsaregenerallydevelopedintwobranches:meta-learningbasedmethodsandfinetuningbasedmeth-Recen...
LearningaUniversalTemplateforFew-shotDatasetGeneralizationEleniTriantafillou123HugoLarochelle2RichardZemel1VincentDumoulin2AbstractworkisshiftingtowardsamorechallenginginstanceofFew-shotclassificat...
GP-Tree:AGaussianProcessClassifierforFew-shotIncrementalLearningIdanAchituve1AvivNavon1YochaiYemini1GalChechik12EthanFetaya1Abstractoftrainingexamples.Thiscanlimitexactinferenceonlargedatasets,espe...
Few-shotLanguageCoordinationbyModelingTheoryofMindHaoZhu1GrahamNeubig1YonatanBisk1Abstractprocess,withawidevarietyofworksexaminingcommuni-cationbetweenagentsviaeithercompletelyartificialemer-Nomani...
Few-shotConformalPredictionwithAuxiliaryTasksAdamFisch1TalSchuster1TommiJaakkola1ReginaBarzilay1Abstractforcreatingconfidence-basedsetpredictions(Vovketal.,2005).Concretely,supposewehavebeengivenne...
Few-shotNeuralArchitectureSearchYiyangZhao1LinnanWang2YuandongTian3RodrigoFonseca2TianGuo1AbstractOnearchitectureEfficientevaluationofanetworkarchitecture?:entire?drawnfromalargesearchspaceremain...
Demonstration-ConditionedReinforcementLearningforFew-shotImitationThéoCachet1JulienPerez1ChristopherR.Dance1AbstractFigure1.TheproposedDCRLalgorithm,whichusesbothexpertdemonstrationsandenvironment...
CalibrateBeforeUse:ImprovingFew-shotPerformanceofLanguageModelsTonyZ.Zhao1EricWallace1ShiFeng2DanKlein1SameerSingh3AbstractInput:Subparacting.Sentiment:NegativeGPT-3canperformnumeroustaskswhenpro-I...
AddressingCatastrophicForgettinginFew-shotProblemsPauchingYap1HippolytRitter1DavidBarber12Abstractclassesiscalledthemeta-trainingstage,andtheevaluationprocessthatreportstheFew-shotperformanceonthen...
Alarge-scalebenchmarkforFew-shotprograminductionandsynthesisFerranAlet1JavierLopez-Contreras1JamesKoppel1MaxwellNye1ArmandoSolar-Lezama1TomásLozano-Pérez1LesliePackKaelbling1JoshuaB.Tenenbaum1Abs...
UnravelingMeta-Learning:UnderstandingFeatureRepresentationsforFew-shotTasksMicahGoldblum1StevenReich1LiamFowl1RenkunNi1ValeriiaCherepanova1TomGoldstein1Abstractdownentirelywhenonlyafewdatasamplesar...
LaplacianRegularizedFew-shotLearningImtiazMasudZiko1JoseDolz1EricGranger1IsmailBenAyed1AbstractFew-shotlearning(Fei-Feietal.,2006;Milleretal.,2000;Vinyalsetal.,2016)hasemergedasanappealingparadigmW...
FrustratinglySimpleFew-shotObjectDetectionXinWang1ThomasE.Huang2TrevorDarrell1JosephE.Gonzalez1FisherYu1Abstract2017;Gidaris&Komodakis,2018;Wangetal.,2019a)haveexploredtechniquestotransferknowledge...
Few-shotRelationExtractionviaBayesianMeta-learningonRelationGraphsMengQu12TianyuGao3Louis-PascalA.C.Xhonneux12JianTang145Abstracttomaticallygeneratetrainingdata.Forexample,givenatriplet(Washington,...
Few-shotDomainAdaptationbyCausalMechanismTransferTakeshiTeshima12IsseiSato12MasashiSugiyama21AbstractFigure1:Nonparametricgen-erativemodelofnonlinearin-WestudyFew-shotsuperviseddomainadaptationdepe...
InfiniteMixturePrototypesforFew-shotLearningKelseyR.Allen1EvanShelhamer2HanulShin1JoshuaB.Tenenbaum1AbstractTwopopularclassesofnonparametricmethodsarenearestneighbormethodsandprototypicalmethods.Ne...