Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

 CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
Junzhou Huang
Towards Accurate and Compact Architectures via Neural Architecture Transformer

Feb 20, 2021
Yong Guo, Yin Zheng, Mingkui Tan, Qi Chen, Zhipeng Li, Jian Chen, Peilin Zhao, Junzhou Huang

* Extension of NAT 
  Access Paper or Ask Questions
Learning Diverse-Structured Networks for Adversarial Robustness

Feb 08, 2021
Xuefeng Du, Jingfeng Zhang, Bo Han, Tongliang Liu, Yu Rong, Gang Niu, Junzhou Huang, Masashi Sugiyama

* 26 pages, 8 figures 
  Access Paper or Ask Questions
Hierarchical Graph Capsule Network

Dec 16, 2020
Jinyu Yang, Peilin Zhao, Yu Rong, Chaochao Yan, Chunyuan Li, Hehuan Ma, Junzhou Huang

* AAAI 2021 
  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
On Self-Distilling Graph Neural Network

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


  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
Graph Information Bottleneck for Subgraph Recognition

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


  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
Rethinking and Relieving Over-Smoothing in Deep GCNs

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

* 20 pages 
  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
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 
  Access Paper or Ask Questions
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


  Access Paper or Ask Questions
Spectral Graph Attention Network

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


  Access Paper or Ask Questions
Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation

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


  Access Paper or Ask Questions