HierarchicallyStructuredMeta-LearningHuaxiuYao†1YingWei2JunzhouHuang2ZhenhuiLi1Abstractmethods(Andrychowiczetal.,2016),nearestneighboursbasedmethods(Snelletal.,2017;Vinyalsetal.,2016)andInordertol...
FastContextAdaptationviaMeta-LearningLuisaZintgraf1KyriacosShiarlis12VitalyKurin12KatjaHofmann3ShimonWhiteson12AbstractMAMListrainedwithaninterleavedtrainingprocedure,comprisedofinnerloopandouterlo...
Meta-LearningbyAdjustingPriorsBasedonExtendedPAC-BayesTheoryRonAmit1RonMeir1Abstractconstraints,e.g.,convolutionsandweightsharing(LeCunetal.,2015).However,oftentherelevantpriorinformationInmeta-lea...
Gradient-BasedMeta-LearningwithLearnedLayerwiseMetricandSubspaceYoonhoLee1SeungjinChoi1Abstractoperatesontheleveloftasks,gatheringinformationfromseveralinstancesoftask-specificlearners.Atask-speci...
BilevelProgrammingforHyperparameterOptimizationandMeta-LearningLucaFranceschi12PaoloFrasconi3SaverioSalzo1RiccardoGrazzi1MassimilianoPontil12Abstracthypothesis(asinstandardsupervisedlearning)whilea...
BeenThere,DoneThat:Meta-LearningwithEpisodicRecallSamuelRitter12JaneX.Wang1ZebKurth-Nelson13SiddhantM.Jayakumar1CharlesBlundell1RazvanPascanu1MatthewBotvinick14AbstractAssuch,Meta-Learningresearchh...
Model-AgnosticMeta-LearningforFastAdaptationofDeepNetworksChelseaFinn1PieterAbbeel12SergeyLevine1Abstracttheformofcomputationrequiredtocompletethetask.WeproposeanalgorithmforMeta-LearningthatInthis...