SGDLearnsOne-LayerNetworksinWGANsQiLei1JasonD.Lee2AlexandrosG.Dimakis1ConstantinosDaskalakis3Abstractbutionwithlowsamplecomplexity.However,theseresultscannotbealgorithmicallyattainedviapracticalGAN...
GradientdescentwithidentityinitializationefficientlyLearnspositivedefinitelineartransformationsbydeepresidualnetworksPeterL.Bartlett1DavidP.Helmbold2PhilipM.Long3Abstract1.IntroductionWeanalyzealgo...
GradientDescentLearnsOne-hidden-layerCNN:Don’tbeAfraidofSpuriousLocalMinimaSimonS.Du1JasonD.Lee2YuandongTian3Barnaba´sPo´czos1AartiSingh1Abstractfully.WhysuchsimplemethodsinlearningDCNNissuc-ces...