StructuredConvolutionalKernelNetworksforAirlineCrewSchedulingYassineYaakoubi12FrançoisSoumis1SimonLacoste-Julien†23Abstractlarge-scalemonthlyCPPs(upto50,000flights)andbuild-ingonthecolumngenerati...
SimAM:ASimple,Parameter-FreeAttentionModuleforConvolutionalNeuralNetworksLingxiaoYang123Ru-YuanZhang45LidaLi6XiaohuaXie123AbstractResNet-50Inthispaper,weproposeaconceptuallysimple+SEbutveryeffectiv...
Z-GCNETs:TimeZigzagsatGraphConvolutionalNetworksforTimeSeriesForecastingYuzhouChen12IgnacioSegovia-Dominguez34YuliaR.Gel32Abstract1.IntroductionThererecentlyhasbeenasurgeofinterestinde-Manyrealworl...
Privacy-PreservingVideoClassificationwithConvolutionalNeuralNetworksSikhaPentyala1RafaelDowsley2MartineDeCock13AbstractMeinich-Bacheetal.,2020;Pengetal.,2020;Shahetal.,2019;Wuetal.,2019).Manyexisti...
Let’sAgreetoDegree:ComparingGraphConvolutionalNetworksintheMessage-PassingFrameworkFlorisGeerts1FilipMazowiecki2GuillermoA.Pe´rez13Abstractcapturestheirstructuralinformation.GraphNeuralNet-works(...
ConViT:ImprovingVisionTransformerswithSoftConvolutionalInductiveBiasesSte´phaned’Ascoli12HugoTouvron2MatthewL.Leavitt2AriS.Morcos2GiulioBiroli12LeventSagun2Abstract1.IntroductionConvolutionalarch...
ApproximationTheoryofConvolutionalArchitecturesforTimeSeriesModellingHaotianJiang1ZhongLi2QianxiaoLi13AbstractTherecentworkofLietal.(2021)formulatedthetempo-ralmodellingtaskintoafunctionalanalysisp...
AsymptoticsofRidgeRegressioninConvolutionalModelsMojtabaSahraee-Ardakan12TungMai3AnupRao3RyanRossi3SundeepRangan4AlysonK.Fletcher12Abstractonlyslightlyawayfromtheinitialization(Allen-Zhuetal.,2018;...
VideoOneNet:BidirectionalConvolutionalRecurrentOneNetwithTrainableDataStepsforVideoProcessingZolta´nA´.Milacski1Barnaba´sPo´czos2Andra´sLo˝rincz1Abstractthestate-of-the-artonmanydataprocessin...
SimpleandDeepGraphConvolutionalNetworksMingChen1ZheweiWei234ZengfengHuang5BolinDing6YaliangLi6AbstractDespitetheirenormoussuccess,mostofthecurrentGCNmodelsareshallow.Mostoftherecentmodels,suchasGra...
OntheNumberofLinearRegionsofConvolutionalNeuralNetworksHuanXiong1LeiHuang2MengyangYu2LiLiu2FanZhu2LingShao12AbstractOneexplanationforthesuperiorityofNNsistheirpow-erfulexpressivity,i.e.,theycanrepr...
HarmonicDecompositionsofConvolutionalNetworksMeyerScetbon12ZaidHarchaoui2Abstractlyzeamulti-layerperceptron(MLP)insteadactingonvec-torizedimages,whichhasthedownsidethesetasidetheWepresentadescripti...
GraphConvolutionalNetworkforRecommendationwithLow-passCollaborativeFiltersWenhuiYu1ZhengQin12Abstractthesignalofeachnodewithitsneighborhoods(Zhouetal.,2018).Byconstrainingthekernel,GCNslosetheabili...
GeneralizingConvolutionalNeuralNetworksforEquivariancetoLieGroupsonArbitraryContinuousDataMarcFinzi1SamuelStanton1PavelIzmailov1AndrewGordonWilson1AbstractFigure1.Manymodalitiesofspatialdatadonotli...
ConvolutionalKernelNetworksforGraph-StructuredDataDexiongChen1LaurentJacob2JulienMairal1AbstractGraphkernelshaveshowntobeexpressiveenoughtoyieldgoodempiricalresults,butdecoupledatarepresentationand...
Convolutionaldictionarylearningbasedauto-encodersfornaturalexponential-familydistributionsBaharehTolooshams1AndrewH.Song2SimonaTemereanca3DembaBa1Abstract1.IntroductionWeintroduceaclassofauto-encod...
ConstantCurvatureGraphConvolutionalNetworksGregorBachmann1GaryBe´cigneul1Octavian-EugenGanea2Abstracteigenmodes,Defferrardetal.(2016)approximatethecon-volutionalfiltersusingChebyshevpolynomialslev...
AttentiveGroupEquivariantConvolutionalNetworksDavidW.Romero1ErikJ.Bekkers2JakubM.Tomczak1MarkHoogendoorn1AbstractFigure1.Meaningfulrelationshipsamongobjectsymmetries.Thougheveryfigureiscomposedbyth...
SimplifyingGraphConvolutionalNetworksFelixWu1TianyiZhang1AmauriHolandadeSouzaJr.12ChristopherFifty1TaoYu1KilianQ.Weinberger1Abstractrithmshasfollowedacleartrendfrominitialsimplicitytoneed-drivencom...
ParameterEfficientTrainingofDeepConvolutionalNeuralNetworksbyDynamicSparseReparameterizationHeshamMostafa1XinWang12Abstract1.IntroductionModerndeepneuralnetworksaretypicallyhighlyDeepneuralnetworks...