VariationalAuto-RegressiveGaussianProcessesforContinualLearningSanyamKapoor1TheofanisKaraletsos2ThangD.Bui3Abstract(a)VAR-GP(ours)Throughsequentialconstructionofposteriorson(b)VCL(withcoresetsize10...
KernelContinualLearningMohammadMahdiDerakhshani1XiantongZhen12LingShao2CeesG.M.Snoek1Abstractcompletepreviouslyexperiencedtaskswithminimalperfor-mancedegradation.ThefundamentalchallengeinContinualT...
Large-ScaleMeta-LearningwithContinualTrajectoryShiftingJaeWoongShin1HaeBeomLee1BoqingGong21SungJuHwang13Abstractexamples(Lakeetal.,2015;Vinyalsetal.,2016;Santoroetal.,2016;Snelletal.,2017;Finnetal....
FederatedContinualLearningwithWeightedInter-clientTransferJaehongYoon1WonyongJeong12GiwoongLee1EunhoYang12SungJuHwang12AbstractFigure1.Concept.AContinuallearneratahospitalwhichlearnsonsequenceofdis...
DeepReinforcementLearningamidstContinualStructuredNon-StationarityAnnieXie1JamesHarrison1ChelseaFinn1Abstractstationaritymanifestsitselfinchangingterrainsandweatherconditions.Insomesituations,notev...
ContinualLearningintheTeacher-StudentSetup:ImpactofTaskSimilaritySebastianLee1SebastianGoldt2AndrewSaxe345Abstract1.IntroductionContinuallearning—theabilitytolearnmanyOneofthebiggestopenchallenges...
BayesianStructuralAdaptationforContinualLearningAbhishekKumar1SunabhaChatterjee2PiyushRai3Abstractaspectsofmoremainstreamtransferlearning(sharingofbiasbetweenrelatedtasks(Pan&Yang,2009))mightrea-Co...
OptimalContinualLearninghasPerfectMemoryandisNP-HARDJeremiasKnoblauch1HishamHusain2TomDiethe3Abstractsibletore-trainamodeleverytimenewdataarrives.Forexample,datamaybetoosensitiveorexpensivetostoreC...
OnlineLearnedContinualCompressionwithAdaptiveQuantizationModulesLucasCaccia123EugeneBelilovsky42MassimoCaccia425JoellePineau123Abstractetal.,2017;Balle´etal.,2016;Johnstonetal.,2018).Yetitsapplica...
OnlineContinualLearningfromImbalancedDataAristotelisChrysakis1Marie-FrancineMoens1Abstractisavastlydifferentstory.Overourlivesweperceiveastreamoftemporallycorrelated,unlabeledobservations,andAwell-...
NeuralTopicModelingwithContinualLifelongLearningPankajGupta1YatinChaudhary12ThomasRunkler1HinrichSchu¨tze2Abstract(productline)(operatingKnowledgeBaseKnowledgeipad,apple,system)ofTopicsAccumulatio...
PolicyConsolidationforContinualReinforcementLearningChristosKaplanis12MurrayShanahan13ClaudiaClopath2Abstractwaythatcannotbediscretisedeasilyintoseparatetasks.Inreinforcementlearning(RL),forexample...
LearntoGrow:AContinualStructureLearningFrameworkforOvercomingCatastrophicForgettingXilaiLi†1YingboZhou2TianfuWu1RichardSocher2CaimingXiong2Abstractlearningwithdeepneuralnetworks(DNNs).Whenpre-sent...
Progress&Compress:AscalableframeworkforContinuallearningJonathanSchwarz1JelenaLuketina2WojciechM.Czarnecki1AgnieszkaGrabska-Barwinska1YeeWhyeTeh1RazvanPascanu1RaiaHadsell1Abstractpreviouslytrainedp...
ContinualReinforcementLearningwithComplexSynapsesChristosKaplanis12MurrayShanahan13ClaudiaClopath2Abstractoldmemories-aparadoxoftenreferredtoasthestability-plasticitydilemma(Carpenter&Grossberg,198...
ContinualLearningThroughSynapticIntelligenceFriedemannZenke1BenPoole1SuryaGanguli1Abstractalifetime.Itisthereforedifficulttodrawaclearlinebe-tweenalearningandrecallphase.Somehow,ourbrainsWhiledeepl...