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Wireless Ad Hoc Federated Learning: A Fully Distributed Cooperative Machine Learning



Hideya Ochiai , Yuwei Sun , Qingzhe Jin , Nattanon Wongwiwatchai , Hiroshi Esaki

* 13 pages, 8 figures 

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Multi-Source Domain Adaptation Based on Federated Knowledge Alignment



Yuwei Sun , Ng Chong , Ochiai Hideya


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Semi-Targeted Model Poisoning Attack on Federated Learning via Backward Error Analysis



Yuwei Sun , Hideya Ochiai , Jun Sakuma


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Privacy-Preserving Phishing Email Detection Based on Federated Learning and LSTM



Yuwei Sun , Ng Chong , Hideya Ochiai


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Homogeneous Learning: Self-Attention Decentralized Deep Learning



Yuwei Sun , Hideya Ochiai


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Information Stealing in Federated Learning Systems Based on Generative Adversarial Networks



Yuwei Sun , Ng Chong , Hideya Ochiai

* 7 pages, 11 figures, to be published in proceedings of IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2021 

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Decentralized Deep Learning for Mobile Edge Computing: A Survey on Communication Efficiency and Trustworthiness



Yuwei Sun , Hideya Ochiai , Hiroshi Esaki

* 14 pages, 8 figures, submitted to ACM Computing Surveys 

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