StructuredWorldBeliefforReinforcementLearninginPOMDPGautamSingh1SkandPeri1JunghyunKim1HyunseokKim2SungjinAhn13Abstractgeneralizationtonovelscenes(Chenetal.,2020).Object-centricWorldmodelsprovidestr...
WorldModelasaGraph:LearningLatentLandmarksforPlanningLunjunZhang12GeYang3BradlyStadie4Abstract1.IntroductionPlanning,theabilitytoanalyzethestructureofaAnintelligentagentshouldbeabletosolvedifficult...
AugmentedWorldModelsFacilitateZero-ShotDynamicsGeneralizationFromaSingleOfflineEnvironmentPhilipJ.Ball1CongLu1JackParker-Holder1StephenRoberts1Abstractproblems(Dulac-Arnoldetal.,2019),withthepotent...
ReadyPolicyOne:WorldBuildingThroughActiveLearningPhilipJ.Ball1JackParker-Holder1AldoPacchiano2KrzysztofChoromanski3StephenRoberts1Abstractenvironment)thatcanbeleveragedacrossmanydifferenttasks(tran...
ImprovingGenerativeImaginationinObject-CentricWorldModelsZhixuanLin12Yi-FuWu1SkandPeri1BofengFu13JindongJiang1SungjinAhn14AbstractTable1.Summaryofabilitiesaddressedinthepreviousmodels.Inthetable,‘...
ActiveWorldModelLearninginAgent-richEnvironmentswithProgressCuriosityKunoKim1MegumiSano1JulianDeFreitas2NickHaber3DanielYamins14Abstractmotionlessball,yougrowbored.Youconsiderthemerry-go-roundabitm...
HexaGAN:GenerativeAdversarialNetsforRealWorldClassificationUiwonTHawsankgs1DahuinJung1SungrohYoon12Abstract…MostdeeplearningclassificationstudiesassumeMissingDataImputationcleandata.However,whende...
WorldofBits:AnOpen-DomainPlatformforWeb-BasedAgentsTianlin(Tim)Shi12AndrejKarpathy2Linxi(Jim)Fan1JonathanHernandez2PercyLiang1AbstractFigure1.AgentsintheWorldofBitsperceivethescreenpixels,theDOM(wi...