Reliable Representations Make A Stronger Defender

Author:

Li Kuan1,Liu Yang1,Ao Xiang1,Chi Jianfeng2,Feng Jinghua2,Yang Hao2,He Qing1

Affiliation:

1. Institute of Computing Technology, Chinese Academy of Sciences & University of Chinese Academy of Sciences, Beijing, China

2. Alibaba Group, Hangzhou, China

Funder

Youth Innovation Promotion Association CAS, Beijing Nova Program

Alibaba Innovative Research Program

China Scholarship Council

National Natural Science Foundation of China under Grant

Publisher

ACM

Reference55 articles.

1. Sami Abu-El-Haija , Bryan Perozzi , Amol Kapoor , Nazanin Alipourfard , Kristina Lerman , Hrayr Harutyunyan , Greg Ver Steeg, and Aram Galstyan . 2019 . Mixhop : Higher-order Graph Convolutional Architectures via Sparsified Neighborhood Mixing. In ICML. PMLR , 21--29. Sami Abu-El-Haija, Bryan Perozzi, Amol Kapoor, Nazanin Alipourfard, Kristina Lerman, Hrayr Harutyunyan, Greg Ver Steeg, and Aram Galstyan. 2019. Mixhop: Higher-order Graph Convolutional Architectures via Sparsified Neighborhood Mixing. In ICML. PMLR, 21--29.

2. Peter W Battaglia Jessica B Hamrick Victor Bapst Alvaro Sanchez-Gonzalez Vinicius Zambaldi Mateusz Malinowski Andrea Tacchetti David Raposo Adam Santoro Ryan Faulkner etal 2018. Relational Inductive Biases Deep Learning and Graph Networks. arXiv preprint arXiv:1806.01261 (2018). Peter W Battaglia Jessica B Hamrick Victor Bapst Alvaro Sanchez-Gonzalez Vinicius Zambaldi Mateusz Malinowski Andrea Tacchetti David Raposo Adam Santoro Ryan Faulkner et al. 2018. Relational Inductive Biases Deep Learning and Graph Networks. arXiv preprint arXiv:1806.01261 (2018).

3. Liang Chen , Jintang Li , Qibiao Peng , Yang Liu , Zibin Zheng , and Carl Yang . 2021. Understanding Structural Vulnerability in Graph Convolutional Networks. arXiv preprint arXiv:2108.06280 ( 2021 ). Liang Chen, Jintang Li, Qibiao Peng, Yang Liu, Zibin Zheng, and Carl Yang. 2021. Understanding Structural Vulnerability in Graph Convolutional Networks. arXiv preprint arXiv:2108.06280 (2021).

4. Ting Chen Simon Kornblith Mohammad Norouzi and Geoffrey Hinton. 2020 a. A Simple Framework for Contrastive Learning of Visual Representations. In ICML. Ting Chen Simon Kornblith Mohammad Norouzi and Geoffrey Hinton. 2020 a. A Simple Framework for Contrastive Learning of Visual Representations. In ICML.

5. Yu Chen , Lingfei Wu , and Mohammed Zaki . 2020 b . Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings. NeurIPS , Vol. 33 . Yu Chen, Lingfei Wu, and Mohammed Zaki. 2020 b. Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings. NeurIPS, Vol. 33.

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