Multi-taskReinforcementLearningwithContext-basedRepresentationsShagunSodhani1AmyZhang123JoellePineau123Abstractreinforcementlearning(MTRL)isapromisingapproachtotraineffectivereal-worldagents(Tanaka...
LTL2Action:GeneralizingLTLInstructionsforMulti-taskRLPashootanVaezipoor12AndrewC.Li12RodrigoToroIcarte12SheilaMcIlraith123Abstractapproachesdonotscalewellbecausetheyrequire(foreverypossibleenvironm...
BridgingMulti-taskLearningandMeta-Learning:TowardsEfficientTrainingandEffectiveAdaptationHaoxiangWang1HanZhao1BoLi1Abstract1.IntroductionMulti-tasklearning(MTL)aimstoimprovetheMulti-tasklearninghas...
TaskUnderstandingfromConfusingMulti-taskDataXinSu12YizhouJiang1ShangqiGuo13FengChen132AbstractTaskAnnotationLabelAnnotationBeyondmachinelearning’ssuccessinthespecificTaskTAasnkno1tationSampleAnnot...
Multi-taskLearningwithUserPreferences:GradientDescentwithControlledAscentinParetoOptimizationDebabrataMahapatra1VaibhavRajan2Abstract2019a),naturallanguageprocessing(Liuetal.,2019b)andbioinformatic...
LearningtoBranchforMulti-taskLearningPengshengGuo1Chen-YuLee1DanielUlbricht1Abstractpreferssomehypothesesoverotherhypotheses.Fromthepointofviewofanysingletask,theothertasksserveasTrainingmultipleta...
EffcientContinuousParetoExplorationinMulti-taskLearningPingchuanMa1TaoDu1WojciechMatusik1Abstractgiverisetoasetofsolutions,knownastheParetoset,withvaryingpreferencesondifferentobjectives.Tasksinmul...
AdaptiveAdversarialMulti-taskRepresentationLearningYurenMao1WeiweiLiu2XueminLin1Abstractrestrictthehypothesisclassbyenforcingallthetaskstoshareanidenticaldistributionintherepresentationspace.Advers...
DeepAsymmetricMulti-taskFeatureLearningHaeBeomLee12EunhoYang32SungJuHwang32Abstracttivetransferproblembyallowingasymmetricknowledgetransferbetweentasksthroughinter-taskparameterregular-WeproposeDee...
Zero-ShotTaskGeneralizationwithMulti-taskDeepReinforcementLearningJunhyukOh1SatinderSingh1HonglakLee12PushmeetKohli3AbstractFigure1:Exampleof3Dworldandinstructions.Theagentistaskedtoexecutelongerse...
Multi-taskLearningwithLabeledandUnlabeledTasksAnastasiaPentina1ChristophH.Lampert1Abstractisavailable.Inpractice,itishighlydesirabletobeabletohandlethissituationforproblemswithaverylargenumberInmul...
DeepDecentralizedMulti-taskMulti-AgentReinforcementLearningunderPartialObservabilityShayeganOmidshafiei1JasonPazis1ChristopherAmato2JonathanP.How1JohnVian3Abstractpartialobservabilityandlimitedcomm...