Smoothp-WassersteinDistance:Structure,EmpiricalApproximation,andStatisticalApplicationsSloanNietert1ZivGoldfeld2KengoKato3AbstractapplicationsinstatisticsandML,rangingfromgenerativemodeling(Arjovsk...
OptimalEstimationofHighDimensionalSmoothAdditiveFunctionBasedonNoisyObservationsFanZhou,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{fanzhou,liping11}@baidu.comAbstractana...
FastProjectionOntoConvexSmoothConstraintsIlnuraUsmanova1MaryamKamgarpour2AndreasKrause3KfirYehudaLevy45AbstractSmoothconstraints,i.e.,ourconstraintsetKisTheEuclideanprojectionontoaconvexsetisK={x∈...
AcceleratedAlgorithmsforSmoothConvex-ConcaveMinimaxProblemswithO(1/k2)RateonSquaredGradientNormTaeHoYoon1ErnestK.Ryu1Abstractvalueforquantifyingsuboptimality.Moreover,thenotionismeaningfulfordiffer...
StochasticHamiltonianGradientMethodsforSmoothGamesNicolasLoizou1HugoBerard12AlexiaJolicoeur-Martineau1PascalVincent†12SimonLacoste-Julien†1IoannisMitliagkas†1Abstractforeveryx1∈Rd1andx2∈Rd2.We...
DeepReinforcementLearningwithSmoothPolicyQianliShen1YanLi2HaomingJiang2ZhaoranWang3TuoZhao2Abstractquiresasignificantamountoftrainingdata,andsuffersfromnumeroustrainingdifficultiessuchasoverfitting...
LowerBoundsforSmoothNonconvexFinite-SumOptimizationDongruoZhou1QuanquanGu1Abstractoffirst-orderalgorithmsforsolving(1.1),whichhaveac-cessestotheIncrementalFirst-orderOracle(IFO)(AgarwalSmoothfinite...
EfficientlearningofSmoothprobabilityfunctionsfromBernoullitestswithguaranteesPaulRolland1AliKavis1AlexImmer1AdishSingla2VolkanCevher1Abstractgrowscubiclywiththenumberoftests,andcanthusbeinapplicabl...
AdaptiveRegretofConvexandSmoothFunctionsLijunZhang1Tie-YanLiu2Zhi-HuaZhou1Abstractreal-worldapplication,wearealsofacinganotherdynamicchallenge—theoptimalsolutionmaychangecontinuously.Weinvestigate...
OptimalAlgorithmsforSmoothandStronglyConvexDistributedOptimizationinNetworksKevinScaman1FrancisBach2Se´bastienBubeck3YinTatLee3LaurentMassoulie´1Abstractnatelocalincrementalimprovementsteps(sucha...