DifferentiableDynamicQuantizationwithMixedPrecisionandAdaptiveResolutionZhangZhaoyang1ShaoWenqi1GuJinwei23WangXiaogang1LuoPing4Abstractdynamicrangeandstepsizearefreezedineachlayer.Sec-ondly,gradien...
StochasticCoordinateMinimizationwithProgressivePrecisionforStochasticConvexOptimizationSudeepSalgia1QingZhao1SattarVakili2Abstractknown,theexpectationofF(x;ξ)overξcannotbeanalyti-callycharacteriz...
SWALP:StochasticWeightAveraginginLow-PrecisionTrainingGuandaoYang1TianyiZhang1PolinaKirichenko1JunwenBai1AndrewGordonWilson1ChristopherDeSa1AbstractandaccumulategradientinformationinhigherPrecision...
RevisitingPrecisionandRecallDefinitionforGenerativeModelEvaluationLo¨ıcSimon1RyanWebster1JulienRabin1AbstractFigure1.IllustrationofPrecision-recallcurvesformulti-modalcontinuousdistributions.Left...
CovariateAdjustedPrecisionMatrixEstimationviaNonconvexOptimizationJinghuiChen1PanXu2LingxiaoWang2JianMa3QuanquanGu2AbstractassideinformationtoadjusttheestimationofPrecisionmatrixcouldleadtobetterac...
AnalyticalGuaranteesonNumericalPrecisionofDeepNeuralNetworksCharbelSakrYongjuneKimNareshShanbhagAbstractdeepresidualnetwork.ThishighcomplexityofdeepneuralnetworkspreventsitsdeploymentonenergyandThe...