Run-Sort-ReRun:EscapingBatchSizeLimitationsinSlicedWassersteinGenerativeModelsJose´Lezama1WeiChen2QiangQiu2Abstract2017;Lietal.,2017;Mrouehetal.,2017;Heuseletal.,2017;Deshpandeetal.,2018).However,...
EscapingSaddlePointswithAdaptiveGradientMethodsMatthewStaib12SashankReddi3SatyenKale3SanjivKumar3SuvritSra1AbstractAdagradupdatestheparametersinthefollowingmanner:AdaptivemethodssuchasAdamandRMSPro...
NonparametricRegressionwithComparisons:EscapingtheCurseofDimensionalitywithOrdinalInformationYichongXu1HariankMuthakana1SivaramanBalakrishnan2ArturDubrawski3AartiSingh1AbstractRd×R,invarioustaskso...
EscapingSaddleswithStochasticGradientsHadiDaneshmand1JonasKohler1AurelienLucchi1ThomasHofmann1Abstractthroughaconservativestepsize(Nesterov,2013)orviaexplicitvariance-reductiontechniques(Johnson&Zh...