VariationalDataAssimilationwithaLearnedInverseObservationOperatorThomasFrerix12DmitriiKochkov1JamieA.Smith1DanielCremers2MichaelP.Brenner13StephanHoyer1Abstract(a)measurementsVariationaldataassimil...
AStructuredObservationDistributionforGenerativeBiologicalSequencePredictionandForecastingEliN.Weinstein1DeboraS.Marks23Abstractsequencedata,makingpredictionsaboutunobservedorfu-turesequences,andgen...
SubmodularObservationSelectionandInformationGatheringforQuadraticModelsAbolfazlHashemi1MahsaGhasemi1HarisVikalo1UfukTopcu1Abstractgoalistoselectasmallrepresentativesubsetofobserva-tionsgatheredbydi...
ProvablyEfficientImitationLearningfromObservationAloneWenSun1AnirudhVemula1ByronBoots2J.AndrewBagnell3Abstractaction,viasupervisedlearningapproaches(e.g.,DAgger(Rossetal.,2011),AggreVaTe(Ross&Bagne...
ImitatingLatentPoliciesfromObservationAshleyD.Edwards1HimanshuSahni1YannickSchroecker1CharlesL.Isbell1Abstractnariosandcostlytoobtain.Thus,weneedamechanismforlearningpoliciesfromObservationalonewit...