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NICO++: Towards Better Benchmarking for Domain Generalization



Xingxuan Zhang , Yue He , Renzhe Xu , Han Yu , Zheyan Shen , Peng Cui

* The NICO challenge based on NICO++ can be found at https://nicochallenge.com/ 

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Semi-Supervised Learning and Data Augmentation in Wearable-based Momentary Stress Detection in the Wild



Han Yu , Akane Sano


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More to Less (M2L): Enhanced Health Recognition in the Wild with Reduced Modality of Wearable Sensors



Huiyuan Yang , Han Yu , Kusha Sridhar , Thomas Vaessen , Inez Myin-Germeys , Akane Sano

* 4 pages, two figures and three tables 

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Towards Verifiable Federated Learning



Yanci Zhang , Han Yu


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Federated Graph Neural Networks: Overview, Techniques and Challenges



Rui Liu , Han Yu


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Heterogeneous Federated Learning via Grouped Sequential-to-Parallel Training



Shenglai Zeng , Zonghang Li , Hongfang Yu , Yihong He , Zenglin Xu , Dusit Niyato , Han Yu

* Accepted by the 27th International Conference on Database Systems for Advanced Applications (DASFAA-2022), Hyderabad, India 

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Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection



Yuxin Zhang , Jindong Wang , Yiqiang Chen , Han Yu , Tao Qin

* Accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022; 13 pages 

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Intelligent Online Selling Point Extraction for E-Commerce Recommendation



Xiaojie Guo , Shugen Wang , Hanqing Zhao , Shiliang Diao , Jiajia Chen , Zhuoye Ding , Zhen He , Yun Xiao , Bo Long , Han Yu , Lingfei Wu

* IAAI 2022 industry award 

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Automatic Product Copywriting for E-Commerce



Xueying Zhang , Yanyan Zou , Hainan Zhang , Jing Zhou , Shiliang Diao , Jiajia Chen , Zhuoye Ding , Zhen He , Xueqi He , Yun Xiao , Bo Long , Han Yu , Lingfei Wu

* Accepted by AAAI 2022/IAAI 2022 under the track of "Highly Innovative Applications of AI" 

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A Survey of Fairness-Aware Federated Learning



Yuxin Shi , Han Yu , Cyril Leung

* 19 pages, 4 figures 

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