CautiousAdaptationForReinforcementLearninginSafety-CriticalSettingsJesseZhang1BrianCheung1ChelseaFinn2SergeyLevine1DineshJayaraman3AbstractFigure1.TheSafety-CriticalAdaptation(SCA)taskframework.Ina...
OnLearningInvariantRepresentationsforDomainAdaptationHanZhao1RemiTachetdesCombes2KunZhang1GeoffreyJ.Gordon12Abstractcomputationalpower.However,inmanycriticalapplica-tions,e.g.,self-drivingcarsorper...
FastContextAdaptationviaMeta-LearningLuisaZintgraf1KyriacosShiarlis12VitalyKurin12KatjaHofmann3ShimonWhiteson12AbstractMAMListrainedwithaninterleavedtrainingprocedure,comprisedofinnerloopandouterlo...
DomainAdaptationwithAsymmetrically-RelaxedDistributionAlignmentYifanWu1EzraWinston1DivyanshKaushik1ZacharyC.Lipton1Abstractever,well-chosenassumptionscanmakepossiblealgorithmswithnon-vacuousperform...
BridgingTheoryandAlgorithmforDomainAdaptationYuchenZhang12TianleLiu13MingshengLong12MichaelI.Jordan4AbstractRemarkabletheoreticaladvanceshavebeenachievedindo-mainAdaptation.Mansouretal.(2009c);Ben-...
RapidAdaptationwithConditionallyShiftedNeuronsTsendsurenMunkhdalai1XingdiYuan1SoroushMehri1AdamTrischler1Abstractadversarialdatapoints(Szegedyetal.,2013).Wedescribeamechanismbywhichartificialneu-Th...
LearningSemanticRepresentationsforUnsupervisedDomainAdaptationShaoanXie12ZibinZheng12LiangChen12ChuanChen12Abstractforadaptingpredictivemodelstothetargetdomain(Pan&Yang,2010).Itisimportanttotransfe...
CyCADA:Cycle-ConsistentAdversarialDomainAdaptationJudyHoffman1EricTzeng1TaesungPark1Jun-YanZhu1PhillipIsola12KateSaenko3AlexeiA.Efros1TrevorDarrell1AbstractSourceimage(GTA5)Adaptedsourceimage(Ours)...
Model-AgnosticMeta-LearningforFastAdaptationofDeepNetworksChelseaFinn1PieterAbbeel12SergeyLevine1Abstracttheformofcomputationrequiredtocompletethetask.Weproposeanalgorithmformeta-learningthatInthis...
DeepTransferLearningwithJointAdaptationNetworksMingshengLong1HanZhu1JianminWang1MichaelI.Jordan2Abstractshallowtransferlearningmethodsbridgethesourceandtar-getdomainsbylearninginvariantfeaturerepre...
AsymmetricTri-trainingforUnsupervisedDomainAdaptationKuniakiSaito1YoshitakaUshiku1TatsuyaHarada12Abstractdataset(Girshicketal.,2014;Longetal.,2015a).ItisimportanttoapplymodelstrainedonalargeOneofth...