What's Behind the Mask: Understanding Masked Graph Modeling for Graph Autoencoders

Author:

Li Jintang1ORCID,Wu Ruofan2ORCID,Sun Wangbin1ORCID,Chen Liang1ORCID,Tian Sheng2ORCID,Zhu Liang2ORCID,Meng Changhua2ORCID,Zheng Zibin1ORCID,Wang Weiqiang2ORCID

Affiliation:

1. Sun Yat-sen University, Guangzhou, China

2. Ant Group, Hangzhou, China

Funder

Guangdong Basic and Applied Basic Research Foundation

Guangzhou Basic and Applied Basic Research Foundation

CCF-AFSG Research Fund

Publisher

ACM

Reference52 articles.

1. Mohamed Ishmael Belghazi , Aristide Baratin , Sai Rajeshwar , Sherjil Ozair , Yoshua Bengio , Aaron Courville , and Devon Hjelm . 2018 . Mutual Information Neural Estimation . In ICML , Vol. 80 . PMLR, 531--540. Mohamed Ishmael Belghazi, Aristide Baratin, Sai Rajeshwar, Sherjil Ozair, Yoshua Bengio, Aaron Courville, and Devon Hjelm. 2018. Mutual Information Neural Estimation. In ICML, Vol. 80. PMLR, 531--540.

2. Liang Chen Jintang Li Qibiao Peng Yang Liu Zibin Zheng and Carl Yang. 2021. Understanding Structural Vulnerability in Graph Convolutional Networks. In IJCAI. 2249--2255. Liang Chen Jintang Li Qibiao Peng Yang Liu Zibin Zheng and Carl Yang. 2021. Understanding Structural Vulnerability in Graph Convolutional Networks. In IJCAI. 2249--2255.

3. Djork-Arné Clevert Thomas Unterthiner and Sepp Hochreiter. 2016. Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs). In ICLR (Poster). Djork-Arné Clevert Thomas Unterthiner and Sepp Hochreiter. 2016. Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs). In ICLR (Poster).

4. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In NAACL-HLT (1) . Association for Computational Linguistics , 4171--4186. Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In NAACL-HLT (1). Association for Computational Linguistics, 4171--4186.

5. Matthias Fey and Jan E. Lenssen . 2019 . Fast Graph Representation Learning with PyTorch Geometric. In ICLR Workshop on Representation Learning on Graphs and Manifolds. Matthias Fey and Jan E. Lenssen. 2019. Fast Graph Representation Learning with PyTorch Geometric. In ICLR Workshop on Representation Learning on Graphs and Manifolds.

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