IEEE transactions on neural networks and learning systems
FedMPS: Federated Learning in a Synergy of Multi-Level Prototype-Based Contrastive Learning and Soft Label Generation.
Wenxin Yang, Xingchen Hu, Xiubin Zhu, Rouwan Wu, Witold Pedrycz, Xinwang Liu, Jincai Huang
Published: 202510.1109/TNNLS.2025.3611832
Abstract
Federated learning (FL) facilitates collaborative training among multiple clients while preserving data privacy by eliminating raw data transmission. However, the inherent data heterogeneity among participants induces bias during collaborative learni…
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