VariationalDataAssimilationwithaLearnedInverseObservationOperatorThomasFrerix12DmitriiKochkov1JamieA.Smith1DanielCremers2MichaelP.Brenner13StephanHoyer1Abstract(a)measurementsVariationaldataassimil...
SolvingInverseProblemswithaFlow-basedNoiseModelJayWhang1QiLei2AlexandrosG.Dimakis3Abstractplausiblesolutionamongthem.SparsityhasclassicallybeenaveryinfluentialstructuralpriorforvariousInverseWestud...
RewardIdentificationinInverseReinforcementLearningKunoKim1KirankumarShiragur1ShivamGarg1StefanoErmon1AbstractMDPstobuildcomputationalmodels(Niv,2009)ofreal-world,rationaldecisionmakerssuchasinvesto...
InverseDecisionModeling:LearningInterpretableRepresentationsofBehaviorDanielJarrett1AlihanHüyük1MihaelavanderSchaar12AbstractConsiderthe“lifecycle”ofdecisionanalysis[9]intherealworld.First,norm...
InverseConstrainedReinforcementLearningShehryarMalik1UsmanAnwar1AlirezaAghasi2AliAhmed1Abstract(a)Expertpolicy(b)Nominalpolicy(c)RecoveredpolicyInrealworldsettings,numerousconstraintsareFigure1.Asi...
IntermediateLayerOptimizationforInverseProblemsusingDeepGenerativeModelsGiannisDaras1JosephDean1AjilJalal1AlexandrosG.Dimakis1Abstractthatrelyonapre-trainedgenerator,buildingonthegeneralframeworkin...
Factor-analyticInverseRegressionforHigh-dimension,Small-sampleDimensionalityReductionAditiJha12MichaelJ.Morais1JonathanW.Pillow13AbstractKobaketal.,2016).Anotherclassofdimensionalityreduc-tionmetho...
ComposingNormalizingFlowsforInverseProblemsJayWhang1ErikM.Lindgren2AlexandrosG.Dimakis3Abstractinversion.Whileothertypesofmodelscanoutperformflowmodelsintermsoflikelihoodorsamplequality,flowmodelsG...
Tuning-freePlug-and-PlayProximalAlgorithmforInverseImagingProblemsKaixuanWei1AngelicaAviles-Rivero2JingweiLiang3YingFu1Carola-BibianeSchnlieb3HuaHuang1Abstracty∈RMisfundamentalincomputationalimagi...
InverseActiveSensing:ModelingandUnderstandingTimelyDecision-MakingDanielJarrett1MihaelavanderSchaar12Abstractconductsacquisitionsforinformation(i.e.hypothesistests,diagnosticprocedures,andcandidate...
InvertiblegenerativemodelsforInverseproblems:mitigatingrepresentationerroranddatasetbiasMuhammadAsim1MaxDaniels2OscarLeong3AliAhmed†1PaulHand†2Abstract1.IntroductionTrainedgenerativemodelshavesho...
ExpertLearningthroughGeneralizedInverseMultiobjectiveOptimization:Models,Insights,andAlgorithmsChaoshengDong1BoZeng1Abstractthehumandecisionmaker’sdecisionswhilecannotdirectlyaccessherunderlyingde...
NeuralInverseKnitting:FromImagestoManufacturingInstructionsAlexandreKaspar1Tae-HyunOh1LianeMakatura1PetrKellnhofer1WojciechMatusik1AbstractFigure1.IllustrationofourInverseproblemandsolution.Anin-st...
Multi-AgentAdversarialInverseReinforcementLearningLantaoYu1JiamingSong1StefanoErmon1Abstractever,thesuccessofRLcruciallydependsoncarefulrewarddesign(Amodeietal.,2016).AsreinforcementlearningReinfor...
LearningtoGroovewithInverseSequenceTransformationsJonGillick12AdamRoberts2JesseEngel2DouglasEck2DavidBamman1Abstractingwithdeepgenerativemodels,motivatingrecentworkonconditionalgenerationinseveralm...
ExtrapolatingBeyondSuboptimalDemonstrationsviaInverseReinforcementLearningfromObservationsDanielS.Brown1WonjoonGoo1PrabhatNagarajan2ScottNiekum1AbstractFigure1.T-REXtakesasequenceofrankeddemonstrat...
NeuralInverseRenderingforGeneralReflectancePhotometricStereoTatsunoriTaniai1TakanoriMaehara1AbstractInputobservedimagesWepresentanovelconvolutionalneuralnetworkReconstructionlossOursGroundtrutharch...
Large-ScaleSparseInverseCovarianceEstimationviaThresholdingandMax-DetMatrixCompletionRichardY.Zhang1SalarFattahi1SomayehSojoudi2Abstractzero.ForGaussiandistributions,thestatisticalinterpre-tationof...
CompetitiveMulti-agentInverseReinforcementLearningwithSub-optimalDemonstrationsXingyuWang1DiegoKlabjan1Abstractoftherewardfunction,oratleastobservationsofimmediatereward.Somelearningtasks,however,p...
EmulatingtheExpert:InverseOptimizationthroughOnlineLearningAndreasBärmann1SebastianPokutta2OskarSchneider1Abstractmakingrecommendationsbasedonuserhistoryandstrate-gicplanningproblems,wheretheagent...