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An Efficient Industrial Federated Learning Framework for AIoT: A Face Recognition Application



Youlong Ding , Xueyang Wu , Zhitao Li , Zeheng Wu , Shengqi Tan , Qian Xu , Weike Pan , Qiang Yang

* FL-IJCAL'22 Accepted Paper 

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WrapperFL: A Model Agnostic Plug-in for Industrial Federated Learning



Xueyang Wu , Shengqi Tan , Qian Xu , Qiang Yang

* FL-IJCAI'22 Accepted Paper 

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FadMan: Federated Anomaly Detection across Multiple Attributed Networks



Nannan Wu , Ning Zhang , Wenjun Wang , Lixin Fan , Qiang Yang


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Multi-core fiber enabled fading noise suppression in Ο†-OFDR based quantitative distributed vibration sensing



Yuxiang Feng , Weilin Xie , Yinxia Meng , Jiang Yang , Qiang Yang , Yan Ren , Tianwai Bo , Zhongwei Tan , Wei Wei , Yi Dong

* 4 pages 

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Hybrid Cloud-Edge Collaborative Data Anomaly Detection in Industrial Sensor Networks



Tao Yang , Jinming Wang , Weijie Hao , Qiang Yang , Wenhai Wang


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No Free Lunch Theorem for Security and Utility in Federated Learning



Xiaojin Zhang , Hanlin Gu , Lixin Fan , Kai Chen , Qiang Yang


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No free lunch theorem for security and utility in federated learning



Xiaojin Zhang , Hanlin Gu , Lixin Fan , Kai Chen , Qiang Yang


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LoSAC: An Efficient Local Stochastic Average Control Method for Federated Optimization



Huiming Chen , Huandong Wang , Quanming Yao , Yong Li , Depeng Jin , Qiang Yang


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Defending Label Inference and Backdoor Attacks in Vertical Federated Learning



Yang Liu , Zhihao Yi , Yan Kang , Yuanqin He , Wenhan Liu , Tianyuan Zou , Qiang Yang

* 9 pages, 7 figures, related previous work see arXiv:2007.03608 

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Privacy-preserving Federated Adversarial Domain Adaption over Feature Groups for Interpretability



Yan Kang , Yang Liu , Yuezhou Wu , Guoqiang Ma , Qiang Yang


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