"Communication"的相关文档

标签“Communication”的相关文档，共14条

Federated Learning under Arbitrary Communication Patterns
FederatedLearningunderArbitraryCommunicationPatternsDmitriiAvdyukhin1ShivaPrasadKasiviswanathan2AbstractThecanonicalfederatedlearningprobleminvolveslearningasingle,globalstatisticalmodelfromdatasto...
Learning under Communication Arbitrary Patterns
2023-11-16 18:38:1011461.55 MB17
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1-bit Adam Communication Efficient Large-Scale Training with Adam’s Convergence Speed
1-bitAdam:CommunicationEfﬁcientLarge-ScaleTrainingwithAdam’sConvergenceSpeedHanlinTang12ShaoduoGan3AmmarAhmadAwan1SamyamRajbhandari1ConglongLi1XiangruLian2JiLiu2CeZhang3YuxiongHe1Abstract1.Introd...
Efficient with Communication Large-Scale Training
2023-11-16 17:52:019272.89 MB29
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Moniqua Modulo Quantized Communication in Decentralized SGD
Moniqua:ModuloQuantizedCommunicationinDecentralizedSGDYuchengLu1ChristopherDeSa1Abstract(Lietal.,2014a;b)ortheMPIAllReduceoperation(Groppetal.,1999).Suchadesign,however,putsheavypressureRunningStoc...
in Decentralized Communication SGD Quantized
2023-11-14 21:45:149764.99 MB30
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Learning Efficient Multi-agent Communication An Information Bottleneck Approach
LearningEfﬁcientMulti-agentCommunication:AnInformationBottleneckApproachRundongWang1XuHe1RunshengYu1Weiqiu1BoAn1ZinoviRabinovich1Abstractcorrelationthatbeneﬁtsagroup’scooperation.Therefore,manyr...
Learning Efficient An Bottleneck Multi-Agent
2023-11-14 21:44:5111622.39 MB22
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Improving the Sample and Communication Complexity for Decentralized Non-Convex Optimization Joint Gradient Estimation and Tracking
ImprovingtheSampleandCommunicationComplexityforDecentralizedNon-ConvexOptimization:JointGradientEstimationandTrackingHaoranSun1SongtaoLu2MingyiHong1Abstract1.IntroductionManymodernlarge-scalemachin...
for and Complexity the Improving
2023-11-14 21:44:361351771.93 KB13
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Improved Communication Cost in Distributed PageRank Computation – A Theoretical Study
ImprovedCommunicationCostinDistributedPageRankComputation–ATheoreticalStudySiqiangLuo1AbstractNeumannetal.,2011;Ponzetto&Strube,2007).GivenagraphGofnnodesandaprobabilityα∈(0,1),thePageRankisawid...
Distributed in Computation Communication Improved
2023-11-14 21:44:341936522.59 KB11
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Trading Redundancy for Communication Speeding up Distributed SGD for Non-convex Optimization
TradingRedundancyforCommunication:SpeedingupDistributedSGDforNon-convexOptimizationFarzinHaddadpour1MohammadMahdiKamani2MehrdadMahdavi1ViveckR.Cadambe1Abstractchinelearningmodelssuchasdeepneuralnet...
for Distributed Communication Up Trading
2023-11-13 14:48:4918723.56 MB16
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TarMAC Targeted Multi-Agent Communication
TarMAC:TargetedMulti-AgentCommunicationAbhishekDas1‹ThéophileGervet2JoshuaRomoff23DhruvBatra13DeviParikh13MichaelRabbat23JoellePineau23Abstractandswifttransport,toteamsofrobotsonsearch-and-rescue...
Multi-Agent Communication Targeted TarMAC
2023-11-13 14:48:4313643.17 MB9
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On the Linear Speedup Analysis of Communication Efficient Momentum SGD for Distributed Non-Convex Optimization
OntheLinearSpeedupAnalysisofCommunicationEfﬁcientMomentumSGDforDistributedNon-ConvexOptimizationHaoYu1RongJin1SenYang1Abstractwherefi(x)=E⇠i⇠Di[Fi(x;⇠i)]aresmoothnon-convexfunctionswithpossibly...
of Analysis on the Communication
2023-11-13 14:48:051060839.39 KB27
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On the Computation and Communication Complexity of Parallel SGD with Dynamic Batch Sizes for Stochastic Non-Convex Optimization
OntheComputationandCommunicationComplexityofParallelSGDwithDynamicBatchSizesforStochasticNon-ConvexOptimizationHaoYu1RongJin1Abstractvariables⇣⇠Drefertoinstance-labelpairsandF(x;⇣)referstothecor...
of and Complexity on the
2023-11-13 14:48:0315312.69 MB7
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Distributed Learning with Sublinear Communication
DistributedLearningwithSublinearCommunication1121JayadevAcharyaChristopherDeSaDylanJ.FosterKarthikSridharanAbstractwhere"(H,N)isadecreasingfunctionofN.Thispaperfocusesondistributedstatisticallearni...
Learning Distributed with Communication Sublinear
2023-11-13 14:46:569581.07 MB5
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Communication Complexity in Locally Private Distribution Estimation and Heavy Hitters
CommunicationComplexityinLocallyPrivateDistributionEstimationandHeavyHittersJayadevAcharya1ZitengSun1AbstractWasserman&Zhou,2010;Wainwrightetal.,2012;Chaud-hurietal.,2011)).DifferentialPrivacy(DP)(...
Complexity in Estimation Private Distribution
2023-11-13 14:46:4017971.21 MB5
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Distributed Nonparametric Regression under Communication Constraints
DistributedNonparametricRegressionunderCommunicationConstraintsYuanchengZhu1JohnLafferty2Abstractaggregatedfromthemultiplelocationstoformtheﬁnalesti-mate.However,theCommunicationbetweenmachinesmay...
Distributed Regression under Communication Nonparametric
2023-11-13 11:59:291152355.81 KB3
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Distributed Mean Estimation with Limited Communication
DistributedMeanEstimationwithLimitedCommunicationAnandaTheerthaSuresh1FelixX.Yu1SanjivKumar1H.BrendanMcMahan2Abstractthemeansofallclustersineachupdatestep.Similarly,forPCA,ifdatasamplesaredistribut...
Distributed with Estimation Mean Limited
2023-11-12 20:44:151763502.01 KB14
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