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SSL-WM: A Black-Box Watermarking Approach for Encoders Pre-trained by Self-supervised Learning


Sep 08, 2022
Peizhuo Lv, Pan Li, Shenchen Zhu, Shengzhi Zhang, Kai Chen, Ruigang Liang, Chang Yue, Fan Xiang, Yuling Cai, Hualong Ma, Yingjun Zhang, Guozhu Meng


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Neighborhood-aware Scalable Temporal Network Representation Learning


Sep 05, 2022
Yuhong Luo, Pan Li


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Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective


Jul 27, 2022
Rongzhe Wei, Haoteng Yin, Junteng Jia, Austin R. Benson, Pan Li


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Equivariant Hypergraph Diffusion Neural Operators


Jul 22, 2022
Peihao Wang, Shenghao Yang, Yunyu Liu, Zhangyang Wang, Pan Li

* Code: https://github.com/Graph-COM/ED-HNN 

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Unsupervised Learning for Combinatorial Optimization with Principled Objective Relaxation


Jul 14, 2022
Haoyu Wang, Nan Wu, Hang Yang, Cong Hao, Pan Li

* Code: https://github.com/Graph-COM/CO_ProxyDesign 

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Two-Dimensional Weisfeiler-Lehman Graph Neural Networks for Link Prediction


Jun 20, 2022
Yang Hu, Xiyuan Wang, Zhouchen Lin, Pan Li, Muhan Zhang


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A Framework of Meta Functional Learning for Regularising Knowledge Transfer


Mar 28, 2022
Pan Li, Yanwei Fu, Shaogang Gong

* 13 pages 

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Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks


Mar 03, 2022
Haorui Wang, Haoteng Yin, Muhan Zhang, Pan Li

* ICLR 2022; code available at https://github.com/Graph-COM/PEG 

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Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning


Feb 28, 2022
Haoteng Yin, Muhan Zhang, Yanbang Wang, Jianguo Wang, Pan Li


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