IntermediateLayerOptimizationforInverseProblemsusingDeepGenerativeModelsGiannisDaras1JosephDean1AjilJalal1AlexandrosG.Dimakis1Abstractthatrelyonapre-trainedgenerator,buildingonthegeneralframeworkin...
TheTreeEnsembleLayer:DifferentiabilitymeetsConditionalComputationHusseinHazimeh1NataliaPonomareva2PetrosMol2ZhenyuTan3RahulMazumder1Abstract(Hastieetal.,2009;Chen&Guestrin,2016).Anothernatu-ralprop...
OnLayerNormalizationintheTransformerArchitectureRuibinXiong†12YunchangYang3DiHe45KaiZheng4ShuxinZheng5ChenXing6HuishuaiZhang5YanyanLan12LiweiWang43Tie-YanLiu5Abstract1.IntroductionTheTransformeris...
TemporalGaussianMixtureLayerforVideosAJPiergiovanni1MichaelS.Ryoo1AbstractLLMσ1WeintroduceanewconvolutionalLayernamedtheTemporalGaussianMixture(TGM)Layerandμ1presenthowitcanbeusedtoefficientlycap...
LearningOneConvolutionalLayerwithOverlappingPatchesSurbhiGoel1AdamKlivans1RaghuMeka2Abstractlowedbyaveragepooling(Figure1).Moreformally,forWegivethefirstprovablyefficientalgorithmforaninputimagex,w...
BeyondFiniteLayerNeuralNetworks:BridgingDeepArchitecturesandNumericalDifferentialEquationsYipingLu1AoxiaoZhong2QuanzhengLi234BinDong564Abstractswhilemaintainingasimilarperformance.Thiscanbeexplaine...
OptNet:DifferentiableOptimizationasaLayerinNeuralNetworksBrandonAmos1J.ZicoKolter1Abstracttalcanreducetheoveralldepthofthenetworkwhilepre-servingrichnessofrepresentation.Specifically,webuildaThispa...
LearningInfiniteLayerNetworksWithouttheKernelTrickRoiLivni1DanielCarmon2AmirGloberson2Abstract2014;Danielyetal.,2016;Cho&Saul,2009;Heinemannetal.,2016;Williams,1997).Suchmodelscanbeinter-InfiniteLa...