ConvolutionalImputationofMatrixNetworksQingyunSun1MengyuanYan2DavidDonoho3StephenBoyd2AbstractFigure1:(a)OriginalMRIimageframes(oracle).(b)Oursampledandcorruptedobservation.(c)Recoveredim-Amatrixne...
AutoregressiveConvolutionalNeuralNetworksforAsynchronousTimeSeriesMikołajBin´kowski12GautierMarti23PhilippeDonnat2Abstractneuralnetworks(CNNs),(Lecunetal.,1998)inmodelingtheconditionalmeanofthedi...
AcceleratingEulerianFluidSimulationWithConvolutionalNetworksJonathanTompson1KristoferSchlachter2PabloSprechmann23KenPerlin2AbstractThedynamicsofalargenumberofphysicalphenomenonaregovernedbytheincom...
LanguageModelingwithGatedConvolutionalNetworksYannN.Dauphin1AngelaFan1MichaelAuli1DavidGrangier1Abstractoutperformclassicaln-gramlanguagemodels(Kneser&Ney,1995;Chen&Goodman,1996).Theseclassicalmod-...
ConvolutionalSequencetoSequenceLearningJonasGehring1MichaelAuli1DavidGrangier1DenisYarats1YannN.Dauphin1Abstractbystackingseverallayersontopofeachother.Thisallowstopreciselycontrolthemaximumlengtho...
ConvexifiedConvolutionalNeuralNetworksYuchenZhang1PercyLiang1MartinJ.Wainwright2Abstract&Rivest,1992).Inpractice,researchersusesomeflavorofstochasticgradientmethod,inwhichgradientsarecom-Wedescribe...