VectorQuantizedModelsforPlanningSherjilOzair12YazheLi1AliRazavi1IoannisAntonoglou1AäronvandenOord1OriolVinyals1AbstractDota2(OpenAIetal.,2019)andStarCraftII(Vinyalsetal.,2019),orrobotics(OpenAIeta...
TrainingQuantizedNeuralNetworkstoGlobalOptimalityviaSemidefiniteProgrammingBurakBartan1MertPilanci1Abstractdimensionsusingsemidefiniteprogramming(Bartan&Pi-lanci,2021).Inthiswork,wetakeasimilarconv...
Double-WinQuant:AggressivelyWinningRobustnessofQuantizedDeepNeuralNetworksviaRandomPrecisionTrainingandInferenceYongganFu1QixuanYu1MengLi2VikasChandra2YingyanLin1AbstractWuetal.,2018).However,DNNs...
Communication-EfficientDistributedOptimizationwithQuantizedPreconditionersFoivosAlimisis1PeterDavies2DanAlistarh23AbstractInthispaper,wefocusonthecommunication(bit)com-plexityoftheclassicempiricalr...
QuantizedDecentralizedStochasticLearningoverDirectedGraphsHosseinTaheri1AryanMokhtari2HamedHassani3RamtinPedarsani1Abstractdecentralizedlearningistooptimizeafunctionf:Rd→Rdefinedastheaverageoffunc...
Moniqua:ModuloQuantizedCommunicationinDecentralizedSGDYuchengLu1ChristopherDeSa1Abstract(Lietal.,2014a;b)ortheMPIAllReduceoperation(Groppetal.,1999).Suchadesign,however,putsheavypressureRunningStoc...
LosslessorQuantizedBoostingwithIntegerArithmeticRichardNock123RobertC.Williamson21Abstractvectormachines(Boseretal.,1992),etc..Tobecarriedoutintoday’ssettings,suchlong-livedalgorithmsrequirecareIn...
ErrorCompensatedQuantizedSGDanditsApplicationstoLarge-scaleDistributedOptimizationJiaxiangWu1WeidongHuang1JunzhouHuang1TongZhang1AbstractTherehavebeenseveralworksattemptingtoimprovetheefficiencyofd...