"Meta-Learning"的相关文档 - 文库宝

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标签“Meta-Learning”的相关文档，共27条

Provable Meta-Learning of Linear Representations
ProvableMeta-LearningofLinearRepresentationsNileshTripuraneni1ChiJin2MichaelI.Jordan1Abstractrangingfromdeepreinforcementlearning(Baevskietal.,2019)tonaturallanguageprocessing(Ando&Zhang,2005;Meta-...
of Representations Linear Meta-Learning Provable
2023-11-16 19:28:33946556.28 KB30
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PACOH Bayes-Optimal Meta-Learning with PAC-Guarantees
PACOH:Bayes-OptimalMeta-LearningwithPAC-GuaranteesJonasRothfuss1VincentFortuin1MartinJosifoski2AndreasKrause1Abstractmeta-trainingtargettrainingtargettestingMeta-Learningcansuccessfullyacquireusefu...
with Meta-Learning PACOH Bayes-Optimal PAC-Guarantees
2023-11-16 19:28:2711101.27 MB28
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MURAL Meta-Learning Uncertainty-Aware Rewards for Outcome-Driven Reinforcement Learning
MURAL:Meta-LearningUncertainty-AwareRewardsforOutcome-DrivenReinforcementLearningKevinLi1AbhishekGupta1VitchyrPong1AshwinReddy1AurickZhou1JustinYu1SergeyLevine1AbstractFigure1.MURAL:Ourmethodtrains...
for Reinforcement Meta-Learning Rewards Uncertainty-Aware
2023-11-16 19:15:3216204.49 MB15
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Meta-Learning Bidirectional Update Rules
Meta-LearningBidirectionalUpdateRulesMarkSandler1MaxVladymyrov1AndreyZhmoginov1NolanMiller1AndrewJackson1TomMadams1BlaiseAgu¨erayArcas1AbstracttracedbacktoRobbins&Monro(1951).Sinceitsintro-duction...
Bidirectional Meta-Learning Update Rules
2023-11-16 19:05:1819786.6 MB1
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Meta-Learning Hyperparameter Performance Prediction with Neural Processes
Meta-LearningHyperparameterPerformancePredictionwithNeuralProcessesYingWei1PeilinZhao2JunzhouHuang2AbstractFreefromthelimitationsofexhaustivesearch(Bergstra&Bengio,2012)beingcomputationallyexpensiv...
Neural with Processes Prediction Hyperparameter
2023-11-16 19:05:1711961.48 MB6
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Improving Generalization in Meta-Learning via Task Augmentation
ImprovingGeneralizationinMeta-LearningviaTaskAugmentationHuaxiuYao†1Long-KaiHuang2LinjunZhang3YingWei4LiTian2JamesZou1JunzhouHuang2ZhenhuiLi5Abstractquicklylearninganewtaskwithaslittleasafewexampl...
via in Improving generalization Meta-Learning
2023-11-16 18:47:021264653.07 KB18
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Large-Scale Meta-Learning with Continual Trajectory Shifting
Large-ScaleMeta-LearningwithContinualTrajectoryShiftingJaeWoongShin1HaeBeomLee1BoqingGong21SungJuHwang13Abstractexamples(Lakeetal.,2015;Vinyalsetal.,2016;Santoroetal.,2016;Snelletal.,2017;Finnetal....
with Continual Large-Scale Meta-Learning Trajectory
2023-11-16 18:46:4315208.81 MB23
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Data Augmentation for Meta-Learning
DataAugmentationforMeta-LearningRenkunNi1MicahGoldblum1AmrSharaf2KezhiKong1TomGoldstein1AbstractMeta-Learningframeworksusedataformultiplepurposesduringeachgradientupdate,whichcreatesthepossibilityf...
for Data Meta-Learning Augmentation
2023-11-16 18:30:561273779.88 KB27
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Bridging Multi-Task Learning and Meta-Learning Towards Efficient Training and Effective Adaptation
BridgingMulti-TaskLearningandMeta-Learning:TowardsEfﬁcientTrainingandEffectiveAdaptationHaoxiangWang1HanZhao1BoLi1Abstract1.IntroductionMulti-tasklearning(MTL)aimstoimprovetheMulti-tasklearninghas...
Learning Efficient and Multi-task Meta-Learning
2023-11-16 18:11:161221622.28 KB22
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Unraveling Meta-Learning Understanding Feature Representations for Few-Shot Tasks
UnravelingMeta-Learning:UnderstandingFeatureRepresentationsforFew-ShotTasksMicahGoldblum1StevenReich1LiamFowl1RenkunNi1ValeriiaCherepanova1TomGoldstein1Abstractdownentirelywhenonlyafewdatasamplesar...
for Representations Feature Meta-Learning Understanding
2023-11-14 21:46:5610631.57 MB15
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TaskNorm Rethinking Batch Normalization for Meta-Learning
TASKNORM:RethinkingBatchNormalizationforMeta-LearningJohnBronskill1JonathanGordon1JamesRequeima12SebastianNowozin3RichardE.Turner13Abstractthe-artperformanceinarangeofbenchmarktasks(Finnetal.,2017;...
for Batch Meta-Learning Normalization Rethinking
2023-11-14 21:46:3912972.16 MB4
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On the Global Optimality of Model-Agnostic Meta-Learning
OntheGlobalOptimalityofModel-AgnosticMeta-Learning:ReinforcementLearningandSupervisedLearningLingxiaoWang1QiCai1ZhuoyanYang2ZhaoranWang1Abstracttimization,wheretheinnerlevelsolveseachsubtaskbasedon...
of on the Global Model-Agnostic
2023-11-14 21:45:331426282.36 KB28
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Meta-Learning with Shared Amortized Variational Inference
Meta-LearningwithSharedAmortizedVariationalInferenceEkaterinaIakovleva1JakobVerbeek2KarteekAlahari1Abstract2016),nearestclass-meanapproaches(Dvorniketal.,2019;Mensinketal.,2012;Renetal.,2018;Snelle...
Inference Variational with Meta-Learning Shared
2023-11-14 21:45:1016084.4 MB18
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Meta-Learning with Stochastic Linear Bandits
Meta-LearningwithStochasticLinearBanditsLeonardoCella12AlessandroLazaric3MassimilianoPontil2AbstractsolidatedMABsettinginwhicheacharmisassociatedwithavectoroffeaturesandthearmpayofffunctionismod-We...
with Stochastic Bandits Linear Meta-Learning
2023-11-14 21:45:09527788.91 KB8
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Meta-Learning for Mixed Linear Regression
Meta-LearningforMixedLinearRegressionWeihaoKong1RaghavSomani1ZhaoSong2ShamKakade1SewoongOh1Abstractexamples(Wangetal.,2017).Inmodernsupervisedlearning,therearealargeInspiredbyhumaningenuityinquickl...
for Regression Linear Meta-Learning Mixed
2023-11-14 21:45:091920616.88 KB17
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MetaFun Meta-Learning with Iterative Functional Updates
MetaFun:Meta-LearningwithIterativeFunctionalUpdatesJinXu1Jean-FrancoisTon1HyunjikKim2AdamR.Kosiorek13YeeWhyeTeh1AbstractTheobjectiveofMeta-Learningisthentolearntheencoderandthedecodersuchthatthepro...
with Updates Iterative Meta-Learning Functional
2023-11-14 21:45:0918171.53 MB22
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Few-shot Relation Extraction via Bayesian Meta-Learning on Task Graphs
Few-shotRelationExtractionviaBayesianMeta-LearningonRelationGraphsMengQu12TianyuGao3Louis-PascalA.C.Xhonneux12JianTang145Abstracttomaticallygeneratetrainingdata.Forexample,givenatriplet(Washington,...
on Bayesian via Meta-Learning Few-shot
2023-11-14 21:44:145882.01 MB30
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Provable Guarantees for Gradient-Based Meta-Learning
ProvableGuaranteesforGradient-BasedMeta-LearningMikhailKhodak1Maria-FlorinaBalcan1AmeetTalwalkar12Abstractwithexamples(xi,yi)∈X×Yforanunseentask,thepopularMAMLalgorithm(Finnetal.,2017)outputsWest...
for Guarantees Gradient-Based Meta-Learning Provable
2023-11-13 14:48:18560877 KB12
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Online Meta-Learning
OnlineMeta-LearningChelseaFinn1AravindRajeswaran2ShamKakade2SergeyLevine1Abstractsettingwheretasksarerevealedoneafteranother,butaimstoattainzero-shotgeneralizationwithoutanytask-speciﬁcAcentralcap...
Online Meta-Learning
2023-11-13 14:48:0819251.41 MB9
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Meta-Learning Neural Bloom Filters
Meta-LearningNeuralBloomFiltersJackWRae12SergeyBartunov1TimothyPLillicrap12Abstracttives.OnecanﬁndBloomFiltersembeddedwithinawiderangeofproductionsystems;fromnetworksecurity(Ger-Therehasbeenarecen...
Neural Filters Meta-Learning Bloom
2023-11-13 14:47:501654764.83 KB9
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