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FedEntropy: Efficient Device Grouping for Federated Learning Using Maximum Entropy Judgment



Zhiwei Ling , Zhihao Yue , Jun Xia , Ming Hu , Ting Wang , Mingsong Chen


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Model-Contrastive Learning for Backdoor Defense



Zhihao Yue , Jun Xia , Zhiwei Ling , Ming Hu , Ting Wang , Xian Wei , Mingsong Chen


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Eliminating Backdoor Triggers for Deep Neural Networks Using Attention Relation Graph Distillation



Jun Xia , Ting Wang , Jiepin Ding , Xian Wei , Mingsong Chen


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Generative De Novo Protein Design with Global Context



Cheng Tan , Zhangyang Gao , Jun Xia , Stan Z. Li


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BIOS: An Algorithmically Generated Biomedical Knowledge Graph



Sheng Yu , Zheng Yuan , Jun Xia , Shengxuan Luo , Huaiyuan Ying , Sihang Zeng , Jingyi Ren , Hongyi Yuan , Zhengyun Zhao , Yucong Lin , Keming Lu , Jing Wang , Yutao Xie , Heung-Yeung Shum


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HDL: Hybrid Deep Learning for the Synthesis of Myocardial Velocity Maps in Digital Twins for Cardiac Analysis



Xiaodan Xing , Javier Del Ser , Yinzhe Wu , Yang Li , Jun Xia , Lei Xu , David Firmin , Peter Gatehouse , Guang Yang

* 9 pages, 14 figures, Accepted by IEEE JBHI 

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A Survey of Pretraining on Graphs: Taxonomy, Methods, and Applications



Jun Xia , Yanqiao Zhu , Yuanqi Du , Stan Z. Li

* 9 pages. Submitted to IJCAI 2022 (Survey Track) 

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Explainable COVID-19 Infections Identification and Delineation Using Calibrated Pseudo Labels



Ming Li , Yingying Fang , Zeyu Tang , Chibudom Onuorah , Jun Xia , Javier Del Ser , Simon Walsh , Guang Yang

* 10 pages, 6 figures, submitted to IEEE TETCI 

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