ThePowerofInterpolation:UnderstandingtheEffectivenessofSGDinModernOver-parametrizedLearning†SiyuanMa1RaefBassily1MikhailBelkin1Abstract1IntroductionInthispaperweaimtoformallyexplainthephe-Mostmach...
UnderstandingtheRepresentationandComputationofMultilayerPerceptrons:ACaseStudyinSpeechRecognitionTashaNagamine1NimaMesgarani1Abstracthiddenlayerareuniversalapproximators(Cybenko,1989;K.Hornik&White...
UnderstandingSyntheticGradientsandDecoupledNeuralInterfacesWojciechMarianCzarnecki1GrzegorzSwirszcz1MaxJaderberg1SimonOsindero1OriolVinyals1KorayKavukcuoglu1AbstractLLWhentrainingneuralnetworks,the...
UnderstandingBlack-boxPredictionsviaInfluenceFunctionsPangWeiKoh1PercyLiang1Abstractpoint(Ribeiroetal.,2016)orbyperturbingthetestpointtoseehowthepredictionchanges(Simonyanetal.,2013;LiHowcanweexpla...