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Hierarchical Transformer for Survival Prediction Using Multimodality Whole Slide Images and Genomics


Nov 29, 2022
Chunyuan Li, Xinliang Zhu, Jiawen Yao, Junzhou Huang

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* accepted by ICPR 2022 

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Pareto-aware Neural Architecture Generation for Diverse Computational Budgets


Oct 14, 2022
Yong Guo, Yaofo Chen, Yin Zheng, Qi Chen, Peilin Zhao, Jian Chen, Junzhou Huang, Mingkui Tan

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* 11 pages, 7 figures, journal version 

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MARS: A Motif-based Autoregressive Model for Retrosynthesis Prediction


Sep 27, 2022
Jiahan Liu, Chaochao Yan, Yang Yu, Chan Lu, Junzhou Huang, Le Ou-Yang, Peilin Zhao

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* 16 pages, 3 figures 

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DeepNoise: Disentanglement of Experimental Noise from Real Biological Signals based on Fluorescent Microscopy Image Classification via Deep Learning


Sep 13, 2022
Sen Yang, Tao Shen, Yuqi Fang, Xiyue Wang, Jun Zhang, Wei Yang, Junzhou Huang, Xiao Han

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ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images


Jul 14, 2022
Jiawei Yang, Hanbo Chen, Yuan Liang, Junzhou Huang, Lei He, Jianhua Yao

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* Accepted as an ECCV 2022 paper. Code is available at https://github.com/Jiawei-Yang/ConCL or https://github.com/TencentAILabHealthcare/ConCL 

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


Jun 23, 2022
Xueyi Liu, Yu Rong, Tingyang Xu, Fuchun Sun, Wenbing Huang, Junzhou Huang

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* 31 pages, 2 figures 

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


Jun 16, 2022
Jiangpeng Yan, Chenghui Yu, Hanbo Chen, Zhe Xu, Junzhou Huang, Xiu Li, Jianhua Yao

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* submitted to an IEEE journal 

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


May 23, 2022
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

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* 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


Apr 16, 2022
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


Apr 07, 2022
Siteng Chen, Jinxi Xiang, Xiyue Wang, Jun Zhang, Sen Yang, Junzhou Huang, Wei Yang, Junhua Zheng, Xiao Han

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* 19 pages; 8 figures 

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