Author

Li-Hua Gong

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Open access 2026

Dynamic Information Fusion for Personalized Federated Learning

Experimental results indicate that the FedIF achieves competitive performance in most evaluated heterogeneous settings and allows FedIF to be combined with other algorithms that improved FedAvg based algorithms.

Wen-Zheng Bi, Li-Ming Chai, Wenjun Yu et al. · IEEE Access · 0 citations

Jul 2026

Personalized federated learning based on self-excluding aggregation with knowledge distillation

A federated learning framework based on self-excluding aggregation (FedSEA) is proposed by integrating dynamic sparsity-driven client grouping, self-excluding aggregation and cross-group knowledge distillation, which achieves superior performance on the Office-Home and CIFAR-10 datasets.

Wen-Zheng Bi, Wenjun Yu, Li-Hua Gong · Cluster Computing · 2 citations