Federated Learning

Exploring the distributed knowledge congruence in proxy-data-free federated distillation
Zhiyuan Wu, Sheng Sun, Yuwei Wang, Min Liu, Quyang Pan, Junbo Zhang, Zeju Li, Qingxiang Liu
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Federated Continual Learning via Knowledge Fusion: A Survey
Xin Yang, Hao Yu, Xin Gao, Hao Wang, Junbo Zhang, Tianrui Li
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Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation
Cross-domain recommendation (CDR) aims to alleviate the data sparsity by transferring knowledge from an informative source domain to …
Gaode Chen, Xinghua Zhang, Yijun Su, Yantong Lai, Ji Xiang, Junbo Zhang, Yu Zheng
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Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation
Fairness and accuracy in horizontal federated learning
In the horizontal federated learning setting, multiple clients jointly train a model under the coordination of the central server, …
Wei Huang, Tianrui Li, Dexian Wang, Shengdong Du, Junbo Zhang, Tianqiang Huang
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Federated Digital Gateway: Methodologies, Tools and Applications
IEEE Intelligent Systems
Yang Liu, Ruolan Wang, Shishuai Du, Junbo Zhang, Yu Zheng
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Federated Digital Gateway: Methodologies, Tools and Applications
Federated Forest
IEEE TBD
Yang Liu, Yingting Liu, Zhijie Liu, Yuxuan Liang, Chuishi Meng, Junbo Zhang#, Yu Zheng
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Federated Forest