The Snowflake Hypothesis: Training and Powering GNN with One Node One Receptive Field

Author:

Wang Kun1ORCID,Li Guohao2ORCID,Wang Shilong3ORCID,Zhang Guibin4ORCID,Wang Kai5ORCID,You Yang5ORCID,Fang Junfeng1ORCID,Peng Xiaojiang6ORCID,Liang Yuxuan7ORCID,Wang Yang1ORCID

Affiliation:

1. University of Science and Technology of China (USTC), Hefei, China

2. Oxford University, London, United Kingdom

3. University of Science and Technology of China, Hefei, China

4. International Digital Economy Academy, Shanghai, China

5. National University of Singapore, Singapore, Singapore

6. Shenzhen Technology University, shenzhen, China

7. The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference72 articles.

1. Sami Abu-El-Haija, Amol Kapoor, Bryan Perozzi, and Joonseok Lee. 2020. N-gcn: Multi-scale graph convolution for semi-supervised node classification. In uncertainty in artificial intelligence. PMLR, 841--851.

2. Anonymous. 2023. Graph Lottery Ticket Automated. In Submitted to The Twelfth International Conference on Learning Representations. https://openreview.net/forum?id=nmBjBZoySX under review.

3. What is the state of neural network pruning;Blalock Davis;Proceedings of machine learning and systems,2020

4. Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View

5. Jie Chen, Tengfei Ma, and Cao Xiao. 2018. Fastgcn: fast learning with graph convolutional networks via importance sampling. arXiv preprint arXiv:1801.10247 (2018).

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