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Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training



Xueyi Liu , Yu Rong , Tingyang Xu , Fuchun Sun , Wenbing Huang , Junzhou Huang

* 31 pages, 2 figures 

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Seeking Common Ground While Reserving Differences: Multiple Anatomy Collaborative Framework for Undersampled MRI Reconstruction



Jiangpeng Yan , Chenghui Yu , Hanbo Chen , Zhe Xu , Junzhou Huang , Xiu Li , Jianhua Yao

* submitted to an IEEE journal 

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A Survey of Trustworthy Graph Learning: Reliability, Explainability, and Privacy Protection



Bingzhe Wu , Jintang Li , Junchi Yu , Yatao Bian , Hengtong Zhang , CHaochao Chen , Chengbin Hou , Guoji Fu , Liang Chen , Tingyang Xu , Yu Rong , Xiaolin Zheng , Junzhou Huang , Ran He , Baoyuan Wu , GUangyu Sun , Peng Cui , Zibin Zheng , Zhe Liu , Peilin Zhao

* Preprint; Work in progress. arXiv admin note: substantial text overlap with arXiv:2202.07114 

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DRFLM: Distributionally Robust Federated Learning with Inter-client Noise via Local Mixup



Bingzhe Wu , Zhipeng Liang , Yuxuan Han , Yatao Bian , Peilin Zhao , Junzhou Huang


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Pan-cancer computational histopathology reveals tumor mutational burden status through weakly-supervised deep learning



Siteng Chen , Jinxi Xiang , Xiyue Wang , Jun Zhang , Sen Yang , Junzhou Huang , Wei Yang , Junhua Zheng , Xiao Han

* 19 pages; 8 figures 

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Hypergraph Convolutional Networks via Equivalency between Hypergraphs and Undirected Graphs



Jiying Zhang , Fuyang Li , Xi Xiao , Tingyang Xu , Yu Rong , Junzhou Huang , Yatao Bian


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Vision-Language Pre-Training with Triple Contrastive Learning



Jinyu Yang , Jiali Duan , Son Tran , Yi Xu , Sampath Chanda , Liqun Chen , Belinda Zeng , Trishul Chilimbi , Junzhou Huang

* CVPR 2022; code: https://github.com/uta-smile/TCL 

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Boost Test-Time Performance with Closed-Loop Inference



Shuaicheng Niu , Jiaxiang Wu , Yifan Zhang , Guanghui Xu , Haokun Li , Peilin Zhao , Junzhou Huang , Yaowei Wang , Mingkui Tan

* 10 pages, 10 figures, conference 

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Equivariant Graph Mechanics Networks with Constraints



Wenbing Huang , Jiaqi Han , Yu Rong , Tingyang Xu , Fuchun Sun , Junzhou Huang


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