Communication-EfficientDistributedSVDviaLocalPowerIterationsXiangLi1ShusenWang2KunChen1ZhihuaZhang1AbstractWheneithernordisbig,thedatamatrixA∈Rn×dmaynotfitinthememory,makingstandardsingle-machine...
Communication-EfficientDistributedOptimizationwithQuantizedPreconditionersFoivosAlimisis1PeterDavies2DanAlistarh23AbstractInthispaper,wefocusonthecommunication(bit)com-plexityoftheclassicempiricalr...
ManifoldIdentificationforUltimatelyCommunication-EfficientDistributedOptimizationYu-ShengLi1Wei-LinChiang1Ching-peiLee2Abstractinrecentyears.Indistributedoptimization,theadditionalcomputingpowerand...
FedBoost:Communication-EfficientAlgorithmsforFederatedLearningJennyHamer1MehryarMohri12AnandaTheerthaSuresh1Abstracttotheserverandcanbecombinedwithcryptographictech-niquesforadditionallayersofpriva...
FetchSGD:Communication-EfficientFederatedLearningwithSketchingDanielRothchild∗1AshwineePanda∗1EnayatUllah2NikitaIvkin3IonStoica1VladimirBraverman2JosephGonzalez1RamanArora2Abstract2018).Evenwitho...
Communication-EfficientDistributedStochasticAUCMaximizationwithDeepNeuralNetworksZhishuaiGuo1MingruiLiu1ZhuoningYuan1LiShen2WeiLiu2TianbaoYang1Abstract1.IntroductionInthispaper,westudydistributedal...
Communication-EfficientDistributedPCAbyRiemannianOptimizationLong-KaiHuang1SinnoJialinPan1Abstractfollowingempiricalriskminimization(ERM)problemInthispaper,westudytheleadingeigenvec-w∗=argminFˆ(w...
Communication-efficientAlgorithmsforDistributedStochasticPrincipalComponentAnalysisDanGarber1OhadShamir2NathanSrebro3Abstractchinelearning.FordatathatconsistsofNvectorsinWestudythefundamentalproble...