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@@ -123,6 +123,11 @@ Contributed by Jie Zhou, Ganqu Cui, Zhengyan Zhang and Yushi Bai.
 1. **Self-Supervised Learning of Graph Neural Networks: A unified view.** TPAMI 2022. [paper](https://ieeexplore.ieee.org/abstract/document/9764632)
 
     *Yaochen Xie, Zhao Xu, Jingtun Zhang, Zhangyang Wang, Shuiwang Ji.*
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+1. **Attention-based Graph Neural Networks: A Survey.**  Artificial Intelligence Review 2023. [paper](https://link.springer.com/article/10.1007/s10462-023-10577-2)
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+    *Chengcheng Sun, Chenhao Li, Xiang Lin, Tianji Zheng, Fanrong Meng, Xiaobin Rui, Zhixiao Wang.*
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 ## [Models](#content)