LearningtoExploitLong-termRelationalDependenciesinKnowledgeGraphsLingbingGuo1ZequnSun1WeiHu1Abstractsamereal-worldobject;and(ii)KGcompletion,a.k.a.linkprediction,whichaimstocompletethemissingfactsi...
LearningLonger-termDependenciesinRNNswithAuxiliaryLossesTrieuH.Trinh1AndrewM.DaiMinh-ThangLuongQuocV.Le{thtrieu,adai,thangluong,qvl}@google.comAbstractFigure1.Anoverviewofourmethod.Theauxiliaryloss...
LearningLongTermDependenciesviaFourierRecurrentUnits∗JiongZhang1YiboLin2ZhaoSong3InderjitS.Dhillon4Abstractissuesbecomeparticularlytroublesomeforrecurrentneu-ralnetworks(RNNs)sincetheweightmatrixi...
BayesianOptimizationwithTree-structuredDependenciesRodolpheJenatton1CedricArchambeau1JavierGonzalez2MatthiasSeeger1Abstractwithcomplexmachinelearningmodels,suchasdeepneuralnetworks.Historically,thi...