TractableStructuredNatural-GradientDescentUsingLocalParameterizationsWuLin1FrankNielsen2MohammadEmtiyazKhan3MarkSchmidt14AbstractFinally,manyrobustorglobaloptimizationtechniquesem-ployq(w)tosmootho...
StructuredWorldBeliefforReinforcementLearninginPOMDPGautamSingh1SkandPeri1JunghyunKim1HyunseokKim2SungjinAhn13Abstractgeneralizationtonovelscenes(Chenetal.,2020).Object-centricworldmodelsprovidestr...
StructuredConvolutionalKernelNetworksforAirlineCrewSchedulingYassineYaakoubi12FrançoisSoumis1SimonLacoste-Julien†23Abstractlarge-scalemonthlyCPPs(upto50,000flights)andbuild-ingonthecolumngenerati...
ProblemDependentViewonStructuredThresholdingBanditProblemsJamesCheshire1PierreMe´nard1AlexandraCarpentier1Abstractoferror-i.e.theprobabilitythatthelearnermis-classifiesatleastonearm-andconsiderthe...
LearningRandomlyPerturbedStructuredPredictorsforDirectLossMinimizationHeddaCohenIndelman1TamirHazan1Abstractgradientsoftwopredictedstructures:overtheoriginallossfunctionandoveraperturbedlossfunctio...
ExploitingStructuredDataForLearningContagiousDiseasesUnderIncompleteTestingMaggieMakar1LaurenWest2DavidHooper2EricHorvitz3EricaShenoy2JohnGuttag1Abstractiidassumptioncentraltomostmachinelearningmet...
DeepReinforcementLearningamidstContinualStructuredNon-StationarityAnnieXie1JamesHarrison1ChelseaFinn1Abstractstationaritymanifestsitselfinchangingterrainsandweatherconditions.Insomesituations,notev...
AStructuredObservationDistributionforGenerativeBiologicalSequencePredictionandForecastingEliN.Weinstein1DeboraS.Marks23Abstractsequencedata,makingpredictionsaboutunobservedorfu-turesequences,andgen...
StructuredPredictionwithPartialLabellingthroughtheInfimumLossVivienCabannes1AlessandroRudi1FrancisBach1AbstractPartiallabellinghasbeenstudiedinthecontextofclassifi-cation(Couretal.,2011;Nguyen&Caru...
StructuredPolicyIterationforLinearQuadraticRegulatorYoungsukPark1RyanA.Rossi2ZhengWen3GangWu2HandongZhao2Abstractson&Moore,2007)spanningseveraldecades.Linearquadraticregulator(LQR)isoneoftheThissto...
StructuredLinearContextualBandits:ASharpandGeometricSmoothedAnalysisVidyashankarSivakumar12ZhiweiStevenWu2ArindamBanerjee2Abstractselectsacontextxtitfromkavailablecontextsxt,...,xt1kBanditlearninga...
OptimizationfromStructuredSamplesforCoverageFunctionsWeiChen1XiaomingSun23JialinZhang23ZhijieZhang23Abstracteters.Thecomputationaltaskistooptimizeanobjectivefunctiongivenparametersofthemodel.Onesuc...
LP-SparseMAP:DifferentiableRelaxedOptimizationforSparseStructuredPredictionVladNiculae1AndréF.T.Martins123AbstractsleeptheclockaroundBUDGETfactorTREEfactorStructuredpredictorsrequiresolvingacombin...
LearningStructuredLatentFactorsfromDependentData:AGenerativeModelFrameworkfromInformation-TheoreticPerspectiveRuixiangZhang12MasanoriKoyama3KatsuhikoIshiguro3Abstractbuilt-inratherheuristicwaystoen...
LearningDiscreteStructuredRepresentationsbyAdversariallyMaximizingMutualInformationKarlStratos1SamWiseman2Abstractoverlatentvariableswithoutmodelingrawsignalsbymax-imizingthemutualinformationbetwee...
ImprovingGenerativeImaginationinObject-CentricWorldModelsZhixuanLin12Yi-FuWu1SkandPeri1BofengFu13JindongJiang1SungjinAhn14AbstractTable1.Summaryofabilitiesaddressedinthepreviousmodels.Inthetable,‘...
ConsistentStructuredPredictionwithMax-MinMarginMarkovNetworksAlexNowak-Vila1FrancisBach1AlessandroRudi1Abstractdictionmistakesarenotequallycostly.Insequencepre-diction,forinstance,thenumberofpossib...
CausalInferenceusingGaussianProcesseswithStructuredLatentConfoundersSamWitty1KentaTakatsu1DavidJensen1VikashMansinghka2Abstractwhileproducingdifferentestimatesoftheeffectsofanin-tervention.Thisobse...
StructuredagentsforphysicalconstructionVictorBapst1AlvaroSanchez-Gonzalez1CarlDoersch1KimberlyL.Stachenfeld1PushmeetKohli1PeterW.Battaglia1JessicaB.Hamrick1AbstractPhysicalconstructioninvolvescompo...
SOLAR:DeepStructuredRepresentationsforModel-BasedReinforcementLearningMarvinZhang1SharadVikram2LauraSmith1PieterAbbeel1MatthewJ.Johnson3SergeyLevine1AbstractFigure1.Ourmethodcanlearnpoliciesforcomp...