RobustEstimationofTreeStructuredGaussianGraphicalModelsAshishKatiyar1JessicaHoffmann1ConstantineCaramanis1Abstractmatrix,Σ,wehaveaccessonlytoM=Σ+D,thesumofthecovariancematrixandadiagonalmatrix.In...
OptimalTransportforStructureddatawithapplicationongraphsTitouanVayer1LaetitiaChapel1Re´miFlamary2RomainTavenard3NicolasCourty1Abstractevenimages(Bach&Harchaoui,2007).Thisworkconsiderstheproblemofc...
LearningStructuredDecisionProblemswithUnawarenessCraigInnes1AlexLascarides1Abstractalsoshowsthatwhileitmaybeinfeasibleforanagenttogatherallrelevantfactorsofaproblembeforelearning,itStructuredmodels...
HierarchicallyStructuredMeta-learningHuaxiuYao†1YingWei2JunzhouHuang2ZhenhuiLi1Abstractmethods(Andrychowiczetal.,2016),nearestneighboursbasedmethods(Snelletal.,2017;Vinyalsetal.,2016)andInordertol...
GraphElementNetworks:adaptive,StructuredcomputationandmemoryFerranAlet1AdarshK.Jeewajee1MariaBauza2AlbertoRodriguez2Toma´sLozano-Pe´rez1LesliePackKaelbling1Abstractofentity(suchasbodies,linksorpa...
FunctionalTransparencyforStructuredData:aGame-TheoreticApproachGuang-HeLee1WengongJin1DavidAlvarez-Melis1TommiS.Jaakkola1Abstractto1-Lipschitzfunctions.Astrictadherencetoacomplex,globalfunctionalcl...
EigenDamage:StructuredPruningintheKronecker-FactoredEigenbasisChaoqiWang12RogerGrosse12SanjaFidler123GuodongZhang12AbstractOriginalWeightspaceinput(32x32x512)Reducingthetesttimeresourcerequirements...
DropoutasaStructuredShrinkagePriorEricNalisnick1JoséMiguelHernández-Lobato123PadhraicSmyth4Abstractexplaindropout’sinner-workingsandsuccessarealsoplen-tiful.Togiveafewexamples,Srivastavaetal.(20...
ActiveLearningforProbabilisticStructuredPredictionofCutsandMatchingsSimaBehpour12AnqiLiu3BrianD.Ziebart2AbstractFigure1.Anexampleofabipartitematchinginavideotrackingapplication.Whensomeassignmentsa...
StructuredOutputLearningwithAbstention:ApplicationtoAccurateOpinionPredictionAlexandreGarcia1SlimEssid1ChloéClavel1Florenced’Alché-Buc1Abstractetal.,2016)hasevolvedtowardsamoreinvolvedmachinelea...
StructuredVariationalLearningofBayesianNeuralNetworkswithHorseshoePriorsSoumyaGhosh12JiayuYao3FinaleDoshi-Velez3Abstract200TrainingPoints100TrainingPoints20TrainingPoints10UnitBNN100UnitBNN1000Unit...
StructuredVariationallyAuto-encodedOptimizationXiaoyuLu1JavierGonzález2ZhenwenDai2NeilD.Lawrence23Abstractwhichmakestheproblemspeciallyhardtotreatasdifferentnetworkconfigurationscannotberepresente...
StructuredControlNetsforDeepReinforcementLearningMarioSrouji1JianZhang2RuslanSalakhutdinov12AbstractInrecentyears,DeepReinforcementLearningFigure1.TheproposedStructuredControlNet(SCN)forpolicyhasma...
StructuredEvolutionwithCompactArchitecturesforScalablePolicyOptimizationKrzysztofChoromanski1MarkRowland2VikasSindhwani1RichardE.Turner2AdrianWeller23Abstractagentviadirectpolicysearchcanbecastasam...
SparseMAP:DifferentiableSparseStructuredInferenceVladNiculae1AndréF.T.Martins2MathieuBlondel3ClaireCardie1Abstract⋆StructuredpredictionrequiressearchingoveraargmaxMarginalMAPcombinatorialnumberof...
LearningtoSpeedUpStructuredOutputPredictionXingyuanPan1VivekSrikumar1AbstractInthispaper,wefocusonthecomputationalcostofin-ference.WearguethatnaturallyoccurringproblemshavePredictingStructuredoutpu...
LearningMaximum-A-PosterioriPerturbationModelsforStructuredPredictioninPolynomialTimeAsishGhoshal1JeanHonorio1AbstractThekeycomputationalchallengeinStructuredpredictionstemsfromtheinferenceproblem,...
DifferentiableDynamicProgrammingforStructuredPredictionandAttentionArthurMensch1MathieuBlondel2Abstractproblem(Amos&Kolter,2017;Niculae&Blondel,2017;Djolonga&Krause,2017);otherssolvecertaincombinat...
AdversarialAttackonGraphStructuredDataHanjunDai1HuiLi2TianTian3XinHuang2LinWang2JunZhu3LeSong12Abstractyieldgoodpredictions,butcouldalsoputthemodelinarisk.Acriminalcouldtrytodisguisehimselfbyconnec...
SphericalStructuredFeatureMapsforKernelApproximationYuemingLyu1Abstractdenotesthenonlinearfunction,W∈Rd×NisconstructedbyNi.i.dsamplesdrawnfromadistributiondefinedbyWeproposeSphericalStructuredFea...