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PI-GNN: A Novel Perspective on Semi-Supervised Node Classification against Noisy Labels


Jun 14, 2021
Xuefeng Du, Tian Bian, Yu Rong, Bo Han, Tongliang Liu, Tingyang Xu, Wenbing Huang, Junzhou Huang

* 16 pages, 3 figures 

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Adversarial Option-Aware Hierarchical Imitation Learning


Jun 11, 2021
Mingxuan Jing, Wenbing Huang, Fuchun Sun, Xiaojian Ma, Tao Kong, Chuang Gan, Lei Li

* accepted by ICML 2021 

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Adversarial Attack Framework on Graph Embedding Models with Limited Knowledge


May 26, 2021
Heng Chang, Yu Rong, Tingyang Xu, Wenbing Huang, Honglei Zhang, Peng Cui, Xin Wang, Wenwu Zhu, Junzhou Huang

* Journal extension of GF-Attack. arXiv admin note: text overlap with arXiv:1908.01297 

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Elastic Interaction of Particles for Robotic Tactile Simulation


Nov 23, 2020
Yikai Wang, Wenbing Huang, Bin Fang, Fuchun Sun


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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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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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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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Towards Purely Unsupervised Disentanglement of Appearance and Shape for Person Images Generation


Jul 30, 2020
Hongtao Yang, Tong Zhang, Wenbing Huang, Xuming He, Fatih Porikli


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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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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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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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Dense Regression Network for Video Grounding


Apr 07, 2020
Runhao Zeng, Haoming Xu, Wenbing Huang, Peihao Chen, Mingkui Tan, Chuang Gan

* CVPR 2020 

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Reusing Discriminators for Encoding: Towards Unsupervised Image-to-Image Translation


Mar 28, 2020
Runfa Chen, Wenbing Huang, Binghui Huang, Fuchun Sun, Bin Fang

* Accepted to CVPR 2020 

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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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Multi-AI competing and winning against humans in iterated Rock-Paper-Scissors game


Mar 15, 2020
Lei Wang, Wenbing Huang, Yuanpeng Li, Julian Evans, Sailing He


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Reusing Discriminators for Encoding Towards Unsupervised Image-to-Image Translation


Mar 03, 2020
Runfa Chen, Wenbing Huang, Binghui Huang, Fuchun Sun, Bin Fang

* Accepted to CVPR 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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Rumor Detection on Social Media with Bi-Directional Graph Convolutional Networks


Jan 17, 2020
Tian Bian, Xi Xiao, Tingyang Xu, Peilin Zhao, Wenbing Huang, Yu Rong, Junzhou Huang

* 8 pages, 4 figures, AAAI 2020 

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Reinforcement Learning from Imperfect Demonstrations under Soft Expert Guidance


Nov 23, 2019
Mingxuan Jing, Xiaojian Ma, Wenbing Huang, Fuchun Sun, Chao Yang, Bin Fang, Huaping Liu

* Accepted to AAAI 2020. Xiaojian Ma and Mingxuan Jing contributed equally to this work 

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Imitation Learning from Observations by Minimizing Inverse Dynamics Disagreement


Nov 18, 2019
Chao Yang, Xiaojian Ma, Wenbing Huang, Fuchun Sun, Huaping Liu, Junzhou Huang, Chuang Gan

* Accepted to NeurIPS 2019 as a spotlight. Chao Yang and Xiaojian Ma contributed equally to this work 

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