"Federated"的相关文档 - 文库宝

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标签“Federated”的相关文档，共22条

The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation
TheDistributedDiscreteGaussianMechanismforFederatedLearningwithSecureAggregationPeterKairouz1ZiyuLiu1ThomasSteinke1Abstractlearning(FL)toensurethatrawdataneverleavesusers’devices(McMahanetal.,2017...
for Distributed Gaussian the Discrete
2023-11-16 19:42:048733.19 MB14
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Personalized Federated Learning using Hypernetworks
PersonalizedFederatedLearningusingHypernetworksAvivShamsian∗1AvivNavon∗1EthanFetaya1GalChechik12Abstractwhileminimizingcommunication.Unfortunately,learningasingleglobalmodelmayfailwhenthedatadist...
Learning Using Personalized Federated Hypernetworks
2023-11-16 19:28:2819732.01 MB7
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Heterogeneity for the Win One-Shot Federated Clustering
HeterogeneityfortheWin:One-ShotFederatedClusteringDonKurianDennis1TianLi1VirginiaSmith1AbstractInthecaseofFederatedlearning,clusteringhasfoundap-plicationsinclient-selection(Choetal.,2020),personal...
for the Clustering One-Shot Federated
2023-11-16 18:46:538302.14 MB7
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Gradient Disaggregation Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix
GradientDisaggregation:BreakingPrivacyinFederatedLearningbyReconstructingtheUserParticipantMatrixMaximilianLam1Gu-YeonWei1DavidBrooks1VijayJanapaReddi1MichaelMitzenmacher1Abstractorwearables,andmai...
Learning Gradient in Breaking Privacy
2023-11-16 18:46:496134.95 MB3
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Federated Learning of User Verification Models Without Sharing Embeddings
FederatedLearningofUserVeriﬁcationModelsWithoutSharingEmbeddingsHosseinHosseini1HyunsinPark1SungrackYun1ChristosLouizos1JosephSoriaga1MaxWelling1Abstractbeddingiscloseenoughtoareferenceembedding,a...
Learning of Models without Federated
2023-11-16 18:38:1015914.2 MB13
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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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Federated Deep AUC Maximization for Hetergeneous Data with a Constant Communication Complexity
FederatedDeepAUCMaximizationforHeterogeneousDatawithaConstantCommunicationComplexityZhuoningYuan1ZhishuaiGuo1YiXu2YimingYing3TianbaoYang1Abstractdistributedovermultipleclients,e.g.,mobilephones,org...
for Maximization Deep Data AUC
2023-11-16 18:38:10788971.81 KB8
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Federated Continual Learning with Weighted Inter-client Transfer
FederatedContinualLearningwithWeightedInter-clientTransferJaehongYoon1WonyongJeong12GiwoongLee1EunhoYang12SungJuHwang12AbstractFigure1.Concept.Acontinuallearneratahospitalwhichlearnsonsequenceofdis...
Learning with Continual Transfer Weighted
2023-11-16 18:38:105395.04 MB27
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Federated Composite Optimization
FederatedCompositeOptimizationHonglinYuan12ManzilZaheer3SashankReddi3AbstractFigure1.Resultsonsparse(`1-regularized)logisticregres-sionforaFederatedfMRIdatasetbasedon(Haxby,2001).FederatedLearning(...
Optimization Composite Federated
2023-11-16 18:38:0914041.06 MB19
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Exploiting Shared Representations for Personalized Federated Learning
ExploitingSharedRepresentationsforPersonalizedFederatedLearningLiamCollins1HamedHassani2AryanMokhtari1SanjayShakkottai1Abstracteffectivemodelsforeachclientbyleveragingthelocalcom-putationalpower,me...
Learning for Representations Exploiting Shared
2023-11-16 18:38:048303.61 MB9
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FL-NTK A Neural Tangent Kernel-based Framework for Federated Learning Analysis
FL-NTK:ANeuralTangentKernel-basedFrameworkforFederatedLearningAnalysisBaiheHuang1XiaoxiaoLi2ZhaoSong3XingYang4Abstractfrompersonaldata.Thesepersonaldataaresubjecttoreg-ulationssuchasCaliforniaConsu...
Neural for Framework Federated Kernel-Based
2023-11-16 18:37:541688724.94 KB4
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Debiasing Model Updates for Improving Personalized Federated Training
DebiasingModelUpdatesforImprovingPersonalizedFederatedTrainingDurmusAlpEmreAcar1YueZhao2RuizhaoZhu1RamonMatasNavarro2MatthewMattina2PaulN.Whatmough2VenkateshSaligrama1Abstractofdevicesparticipating...
for Model Updates Improving Personalized
2023-11-16 18:30:57813405.17 KB5
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Data-Free Knowledge Distillation for Heterogeneous Federated Learning
Data-FreeKnowledgeDistillationforHeterogeneousFederatedLearningZhuangdiZhu1JunyuanHong1JiayuZhou1Abstractprivacy-preservinglearningscheme,FLhasshownitspo-tentialtofacilitatereal-worldapplications,i...
Learning for Knowledge Distillation Heterogeneous
2023-11-16 18:30:5718853.94 MB21
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CRFL Certifiably Robust Federated Learning against Backdoor Attacks
CRFL:CertiﬁablyRobustFederatedLearningagainstBackdoorAttacksChulinXie1MinghaoChen2Pin-YuChen3BoLi1AbstractCRFLTrainingCRFLTestingFederatedLearning(FL)asadistributedlearn-ModelUpdatesParameteringpa...
Learning Robust against Federated Backdoor
2023-11-16 18:30:5310913.62 MB19
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Ditto Fair and Robust Federated Learning Through Personalization
Ditto:FairandRobustFederatedLearningThroughPersonalizationTianLi1ShengyuanHu1AhmadBeirami2VirginiaSmith1Abstractminimaxoptimizationtofocusontheworst-performingde-vices(Mohrietal.,2019;Huetal.,2020)...
Learning and Robust through Fair
2023-11-16 18:30:4817351.78 MB29
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SCAFFOLD Stochastic Controlled Averaging for Federated Learning
SCAFFOLD:StochasticControlledAveragingforFederatedLearningSaiPraneethKarimireddy12SatyenKale3MehryarMohri34SashankJ.Reddi3SebastianU.Stich1AnandaTheerthaSuresh3Abstractclientdataoverthenetwork,ther...
Learning for Stochastic Controlled Federated
2023-11-14 21:46:1710743.8 MB25
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Federated Learning with Only Positive Labels
FederatedLearningwithOnlyPositiveLabelsFelixX.Yu1AnkitSinghRawat1AdityaKrishnaMenon1SanjivKumar1AbstractThissettingcanalsobeextendedtothecasewhereeachuserhasaccesstodataassociatedwithasmallnumberof...
Learning with Labels Positive Federated
2023-11-14 21:44:14807280.02 KB10
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FedBoost A Communication-Efficient Algorithm for Federated Learning
FedBoost:Communication-EfﬁcientAlgorithmsforFederatedLearningJennyHamer1MehryarMohri12AnandaTheerthaSuresh1Abstracttotheserverandcanbecombinedwithcryptographictech-niquesforadditionallayersofpriva...
Learning for Algorithm Communication-efficient Federated
2023-11-14 21:44:131028406.61 KB27
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Communication-Efficient Federated Learning with Sketching
FetchSGD:Communication-EfﬁcientFederatedLearningwithSketchingDanielRothchild∗1AshwineePanda∗1EnayatUllah2NikitaIvkin3IonStoica1VladimirBraverman2JosephGonzalez1RamanArora2Abstract2018).Evenwitho...
Learning with Communication-efficient Sketching Federated
2023-11-14 21:43:309543.52 MB20
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Bayesian Nonparametric Federated Learning of Neural Networks
BayesianNonparametricFederatedLearningofNeuralNetworksMikhailYurochkin12MayankAgarwal12SoumyaGhosh123KristjanGreenewald12TrongNghiaHoang12YasamanKhazaeni12Abstractneedforcentralizeddata,insteaddesi...
Learning of Neural Networks Bayesian
2023-11-13 14:46:308726.27 MB19
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