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Deep Multimodal Fusion by Channel Exchanging

Nov 10, 2020
Yikai Wang, Wenbing Huang, Fuchun Sun, Tingyang Xu, Yu Rong, Junzhou Huang

* NeurIPS 2020. Code and models: https://github.com/yikaiw/CEN 

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On Self-Distilling Graph Neural Network

Nov 04, 2020
Yuzhao Chen, Yatao Bian, Xi Xiao, Yu Rong, Tingyang Xu, Junzhou Huang


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RetroXpert: Decompose Retrosynthesis Prediction like a Chemist

Nov 04, 2020
Chaochao Yan, Qianggang Ding, Peilin Zhao, Shuangjia Zheng, Jinyu Yang, Yang Yu, Junzhou Huang

* 17 pages, to appear in NeurIPS 2020 

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Graph Information Bottleneck for Subgraph Recognition

Oct 12, 2020
Junchi Yu, Tingyang Xu, Yu Rong, Yatao Bian, Junzhou Huang, Ran He


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Whole Slide Images based Cancer Survival Prediction using Attention Guided Deep Multiple Instance Learning Networks

Sep 23, 2020
Jiawen Yao, Xinliang Zhu, Jitendra Jonnagaddala, Nicholas Hawkins, Junzhou Huang

* Medical Image Analysis, Volume 65, October 2020, 101789 
* 22 pages, 13 figures, published in Medical Image Analysis 65, 101789 

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Microscope Based HER2 Scoring System

Sep 15, 2020
Jun Zhang, Kuan Tian, Pei Dong, Haocheng Shen, Kezhou Yan, Jianhua Yao, Junzhou Huang, Xiao Han

* 11 pages, 5 figures, and 4 tables 

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Tackling Over-Smoothing for General Graph Convolutional Networks

Sep 08, 2020
Wenbing Huang, Yu Rong, Tingyang Xu, Fuchun Sun, Junzhou Huang

* Submitted to TPAMI, 15 pages 

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User-Guided Domain Adaptation for Rapid Annotation from User Interactions: A Study on Pathological Liver Segmentation

Sep 05, 2020
Ashwin Raju, Zhanghexuan Ji, Chi Tung Cheng, Jinzheng Cai, Junzhou Huang, Jing Xiao, Le Lu, ChienHung Liao, Adam P. Harrison


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Rethinking and Relieving Over-Smoothing in Deep GCNs

Aug 22, 2020
Wenbing Huang, Yu Rong, Tingyang Xu, Fuchun Sun, Junzhou Huang

* 20 pages 

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Improving Generative Adversarial Networks with Local Coordinate Coding

Jul 28, 2020
Jiezhang Cao, Yong Guo, Qingyao Wu, Chunhua Shen, Junzhou Huang, Mingkui Tan

* 20 pages, 5 figures 

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Don't Overlook the Support Set: Towards Improving Generalization in Meta-learning

Jul 26, 2020
Huaxiu Yao, Longkai Huang, Ying Wei, Li Tian, Junzhou Huang, Zhenhui Li


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Inverse Graph Identification: Can We Identify Node Labels Given Graph Labels?

Jul 12, 2020
Tian Bian, Xi Xiao, Tingyang Xu, Yu Rong, Wenbing Huang, Peilin Zhao, Junzhou Huang


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Breaking the Curse of Space Explosion: Towards Efficient NAS with Curriculum Search

Jul 07, 2020
Yong Guo, Yaofo Chen, Yin Zheng, Peilin Zhao, Jian Chen, Junzhou Huang, Mingkui Tan


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Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis

Jul 05, 2020
Yifan Zhang, Ying Wei, Qingyao Wu, Peilin Zhao, Shuaicheng Niu, Junzhou Huang, Mingkui Tan

* IEEE Transactions on Image Processing 

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GROVER: Self-supervised Message Passing Transformer on Large-scale Molecular Data

Jun 18, 2020
Yu Rong, Yatao Bian, Tingyang Xu, Weiyang Xie, Ying Wei, Wenbing Huang, Junzhou Huang

* 17 pages, 6 figures 

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Multi-View Graph Neural Networks for Molecular Property Prediction

Jun 12, 2020
Hehuan Ma, Yatao Bian, Yu Rong, Wenbing Huang, Tingyang Xu, Weiyang Xie, Geyan Ye, Junzhou Huang


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Co-Heterogeneous and Adaptive Segmentation from Multi-Source and Multi-Phase CT Imaging Data: A Study on Pathological Liver and Lesion Segmentation

Jun 10, 2020
Ashwin Raju, Chi-Tung Cheng, Yunakai Huo, Jinzheng Cai, Junzhou Huang, Jing Xiao, Le Lu, ChienHuang Liao, Adam P Harrison

* 23 pages, 8 figures 

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Dual Message Passing Neural Network for Molecular Property Prediction

May 29, 2020
Hehuan Ma, Yatao Bian, Yu Rong, Wenbing Huang, Tingyang Xu, Weiyang Xie, Geyan Ye, Junzhou Huang


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COVID-DA: Deep Domain Adaptation from Typical Pneumonia to COVID-19

Apr 30, 2020
Yifan Zhang, Shuaicheng Niu, Zhen Qiu, Ying Wei, Peilin Zhao, Jianhua Yao, Junzhou Huang, Qingyao Wu, Mingkui Tan


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Real-Time Semantic Segmentation via Auto Depth, Downsampling Joint Decision and Feature Aggregation

Mar 31, 2020
Peng Sun, Jiaxiang Wu, Songyuan Li, Peiwen Lin, Junzhou Huang, Xi Li

* submitted to IJCV 

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Disturbance-immune Weight Sharing for Neural Architecture Search

Mar 29, 2020
Shuaicheng Niu, Jiaxiang Wu, Yifan Zhang, Yong Guo, Peilin Zhao, Junzhou Huang, Mingkui Tan


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Spectral Graph Attention Network

Mar 16, 2020
Heng Chang, Yu Rong, Tingyang Xu, Wenbing Huang, Somayeh Sojoudi, Junzhou Huang, Wenwu Zhu


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Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation

Mar 10, 2020
Jinyu Yang, Weizhi An, Sheng Wang, Xinliang Zhu, Chaochao Yan, Junzhou Huang


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Context-Aware Domain Adaptation in Semantic Segmentation

Mar 09, 2020
Jinyu Yang, Weizhi An, Chaochao Yan, Peilin Zhao, Junzhou Huang

* 10 pages, 6 figures, 5 tables 

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Cost-Sensitive Portfolio Selection via Deep Reinforcement Learning

Mar 06, 2020
Yifan Zhang, Peilin Zhao, Qingyao Wu, Bin Li, Junzhou Huang, Mingkui Tan

* IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020 

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Joint Wasserstein Distribution Matching

Mar 01, 2020
JieZhang Cao, Langyuan Mo, Qing Du, Yong Guo, Peilin Zhao, Junzhou Huang, Mingkui Tan

* This paper is accepted by Chinese Journal of Computers in 2020 

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Graph Representation Learning via Graphical Mutual Information Maximization

Feb 04, 2020
Zhen Peng, Wenbing Huang, Minnan Luo, Qinghua Zheng, Yu Rong, Tingyang Xu, Junzhou Huang


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