VariationalDataAssimilationwithaLearnedInverseObservationOperatorThomasFrerix12DmitriiKochkov1JamieA.Smith1DanielCremers2MichaelP.Brenner13StephanHoyer1Abstract(a)measurementsVariationaldataassimil...
OnLinearIdentifiabilityofLearnedRepresentationsGeoffreyRoeder1LukeMetz2DiederikP.Kingma2Abstractetal.,2018;Devlinetal.,2018),andsequentialdecisionmaking(Oordetal.,2018).Identifiabilityisadesirablep...
OnDisentangledRepresentationsLearnedfromCorrelatedDataFrederikTräuble1ElliotCreager2NikiKilbertus3FrancescoLocatello4AndreaDittadi5AnirudhGoyal6BernhardSchölkopf1StefanBauer17AbstractFigure1.Whil...
Learn2Hop:LearnedOptimizationonRoughLandscapesWithApplicationstoAtomicStructuralOptimizationAmilMerchant12LukeMetz1SamSchoenholz1EkinDogusCubuk1AbstractFigure1.Schematicdiagramofthedifficultiesofgl...
VisualGroundingofLearnedPhysicalModelsYunzhuLi1ToruLin1KexinYi2DanielM.Bear3DanielL.K.Yamins3JiajunWu4JoshuaB.Tenenbaum5AntonioTorralba5Abstractdynamicsofphysicalsystemsappliestonotonlyrigidbod-ies...
OnlineLearnedContinualCompressionwithAdaptiveQuantizationModulesLucasCaccia123EugeneBelilovsky42MassimoCaccia425JoellePineau123Abstractetal.,2017;Balle´etal.,2016;Johnstonetal.,2018).Yetitsapplica...
LIT:LearnedIntermediateRepresentationTrainingforModelCompressionAnimeshKoratana1DanielKang1PeterBailis1MateiZaharia1Abstracttonetal.,2014)andfurtherextended(Romeroetal.,2015;Kim&Rush,2016;Furlanell...
AdversariallyLearnedRepresentationsforInformationObfuscationandInferenceMartinBertran1NataliaMartinez1AfroditiPapadaki2QiangQiu1MiguelRodrigues2GalenReeves1GuillermoSapiro1Abstractaparticularinfere...
StochasticVideoGenerationwithaLearnedPriorEmilyDenton1RobFergus12Abstractdependentstochasticlatentvariables.Weproposetwovari-antsofourmodel:onewithafixedprioroverthelatentGeneratingvideoframesthata...
Gradient-BasedMeta-LearningwithLearnedLayerwiseMetricandSubspaceYoonhoLee1SeungjinChoi1Abstractoperatesontheleveloftasks,gatheringinformationfromseveralinstancesoftask-specificlearners.Atask-speci...
CompetitiveCachingwithMachineLearnedAdviceThodorisLykouris1SergeiVassilvitskii2Abstractdoingso,thesystemmayinvestitseffortsonreducingtheerroronthemajorityofinputs,attheexpenseofincreasedWedevelopaf...
LearnedOptimizersthatScaleandGeneralizeOlgaWichrowska1NiruMaheswaranathan23MatthewW.Hoffman4SergioGo´mezColmenarejo4MishaDenil4NandodeFreitas4JaschaSohl-Dickstein1Abstractlearningshowthat,givensuf...