EssentiallyNoBarriersinNeuralNetworkEnergyLandscapeFelixDraxler12KambisVeschgini2ManfredSalmhofer2FredA.Hamprecht1Abstractformaconnectedmanifold.Moreprecisely,wearguethatthepartoftheparameterspacew...
DeepPredictiveCodingNetworkforObjectRecognitionHaiguangWen1KuanHan1JunxingShi1YizhenZhang1EugenioCulurciello12ZhongmingLiu12Abstractfeaturesbyafeedforwardpassthroughstacksofconvolu-tionallayers.Bas...
DCFNet:DeepNeuralNetworkwithDecomposedConvolutionalFiltersQiangQiu1XiuyuanCheng1RobertCalderbank1GuillermoSapiro1AbstractFigure1.InaDCFNet,anL×L×M×Mconvolutionallayerisdecomposedintotheproductof...
χ2GenerativeAdversarialNetworkChenyangTao1LiqunChen1RicardoHenao1JianfengFeng2LawrenceCarin1AbstractP×P→Rbetweendistributionspd(x)andpG(x)sat-isfyingd(pd,pG)=maxDV(pd,pG;D),wherePistheToassessth...
AdversarialDistillationofBayesianNeuralNetworkPosteriorsKuan-ChiehWang12PaulVicol12JamesLucas12LiGu1RogerGrosse12RichardZemel12AbstractUncertaintyisimportantinmanyscenarios.Forexam-ple,designersofa...
MEC:Memory-efficientConvolutionforDeepNeuralNetworkMinsikCho1DanielBrand1Abstract2016a;Vasilacheetal.,2014).Toaddresstheperformanceissuesinconvolutionallayers,efficient/approximational-Convolutioni...
Local-to-GlobalBayesianNetworkStructureLearningTianGao1KshitijFadnis1MurrayCampbell1AbstractThepredominantexactscore-basedstructurelearningal-gorithmsadopttheglobalapproachandfocusonbet-Weintroduce...
GeometryofNeuralNetworkLossSurfacesviaRandomMatrixTheoryJeffreyPennington1YasamanBahri1Abstract2014;Choromanskaetal.,2015;Neyshaburetal.,2015),architecturedesign,andgeneralization(Keskaretal.).Unde...
DeltaNetworksforOptimizedRecurrentNetworkComputationDanielNeil1JunHaengLee2TobiDelbruck1Shih-ChiiLiu1AbstractthroughsintheuseofRNNsforprocessingoftemporalse-quences.Applicationssuchasnaturallanguag...