ModelingHierarchicalStructureswithContinuousRecursiveNeuralNetworksJishnuRayChowdhury1CorneliaCaragea1Abstractsomeofthesestructure-awaremethods(Shenetal.,2019a;Qianetal.,2020)alsoexhibitbettersyste...
FromLocalStructurestoSizeGeneralizationinGraphNeuralNetworksGiladYehudai1EthanFetaya2EliMeirom1GalChechik12HaggaiMaron1AbstractFigure1.WestudytheabilityofGNNstogeneralizefromsmalltolargegraphs,focu...
OptimizingDynamicStructureswithBayesianGenerativeSearchMinhHoang1CarlKingsford2Abstractspaceofarchitecturesencompassesneuralnetworkdesignchoicessuchasthenumberofhiddenlayers,dimensionKernelselectio...
LearningDiscreteStructuresforGraphNeuralNetworksLucaFranceschi12MathiasNiepert3MassimilianoPontil12XiaoHe3AbstractclassofalgorithmsthatareabletoincorporatesparseanddiscretedependencyStructuresbetwe...
LearningDependencyStructuresforWeakSupervisionModelsParomaVarma1FredericSala2AnnHe2AlexanderRatner2ChristopherRe´2Abstracttreatingthetruelabelasalatentvariable(Alfonsecaetal.,2012;Takamatsuetal.,2...
DiscoveringLatentCovarianceStructuresforMultipleTimeSeriesAnhTong1JaesikChoi1AbstracttheAutomaticBayesianCovarianceDiscovery(ABCD)whichsolvesregressiontasksusingGaussianProcess(GP)Analyzingmultivar...
BayesianOptimizationofCombinatorialStructuresRicardoBaptista1MatthiasPoloczek2AbstractWepresentanovelalgorithmforthisproblem,BayesianOptimizationofCombinatorialStructures(BOCS),thatisTheoptimizatio...