Self-Balancing Federated Learning With Global Imbalanced Data in Mobile Systems

Moming Duan, Duo Liu, Xianzhang Chen, +3

IEEE Transactions on Parallel and Distributed Systems

Artificial IntelligenceEngineeringMachine LearningFederated StructureDistributed Ai System +18

FedGroup: Efficient Federated Learning via Decomposed Similarity-Based Clustering

Moming Duan, Duo Liu, Xinyuan Ji, +4

Flexible Clustered Federated Learning for Client-Level Data Distribution Shift

Moming Duan, Duo Liu, Xinyuan Ji, +5

IEEE Transactions on Parallel and Distributed Systems

FedSAE: A Novel Self-Adaptive Federated Learning Framework in Heterogeneous Systems

Li Li, Moming Duan, Duo Liu, +5

Artificial IntelligenceCluster ComputingEngineeringMachine LearningFederated Structure +17

FedMDS: An Efficient Model Discrepancy-Aware Semi-Asynchronous Clustered Federated Learning Framework

Yu Zhang, Duo Liu, Moming Duan, +5

IEEE Transactions on Parallel and Distributed Systems

Artificial IntelligenceCluster ComputingEngineeringMachine LearningDistributed Algorithms +17

FitCNN: A cloud-assisted and low-cost framework for updating CNNs on IoT devices

Duo Liu, Chaoshu Yang, Shiming Li, +6

Future Generation Computer Systems

Convolutional Neural NetworkEngineeringData ScienceCloud ComputingLow-cost Framework +8

Federated learning with workload-aware client scheduling in heterogeneous systems

Li Li, Duo Liu, Moming Duan, +5

Neural Networks

EngineeringCloud ComputingFederated LearningWorkload-aware Client SchedulingFederated Structure +2

FedGroup: Efficient Clustered Federated Learning via Decomposed Data-Driven Measure

Moming Duan, Duo Liu, Xinyuan Ji, +4

arXiv (Cornell University)

Cluster ComputingEngineeringMachine LearningData ScienceData Mining +12

Flexible Clustered Federated Learning for Client-Level Data Distribution Shift

Moming Duan, Duo Liu, Xinyuan Ji, +4

arXiv (Cornell University)

Artificial IntelligenceCluster ComputingEngineeringMachine LearningFederated Structure +15

FedGroup: Ternary Cosine Similarity-based Clustered Federated Learning Framework toward High Accuracy in Heterogeneous Data.

Moming Duan, Duo Liu, Xinyuan Ji, +4

arXiv (Cornell University)

Cluster ComputingEngineeringMachine LearningFederated StructureFramework Fedgroup +15