ExactgapbetweenGeneralizationErrorandUniformConvergenceinRandomFeatureModelsZitongYang1YuBai2SongMei3AbstractBoundsonuniformconvergenceusuallytaketheformofcomplexity/n(Vapnik,1995),wherethenumerato...
CharacterizingthegapBetweenActor-CriticandPolicyGradientJunfengWen1SaurabhKumar2RamkiGummadi3DaleSchuurmans13Abstractonarangeofchallengingtasks.DespitethesuccessofACmethods,ACandPGhavesubtlediffere...
MoreDataCanExpandtheGeneralizationgapBetweenAdversariallyRobustandStandardModelsLinChen1YifeiMin2MingruiZhang2AminKarbasi1Abstractmoreworryingisthatthesesmallperturbationscanpossiblybedesignedtobei...
ClosingtheconvergencegapofSGDwithoutreplacementShashankRajput1AnantGupta1DimitrisPapailiopoulos1Abstractthechoiceofasingleorasubsetofsampledfunctionsfi,andαrepresentsthestepsize.With-andwithoutre-...
BridgingthegapBetweenf-GANsandWassersteinGANsJiamingSong1StefanoErmon1AbstractVariousGANlearningprocedureshavebeenproposedfordifferentdiscrepancymeasures.f-GANs(NowozinGenerativeadversarialnetworks...
OntheGeneralizationgapinReparameterizableReinforcementLearningHuanWang1StephanZheng1CaimingXiong1RichardSocher1Abstract2018a).Amodelthatperformswellinthetrainingenvi-ronment,mayormaynotperformwellw...