NPA: Improving Large-scale Graph Neural Networks with Non-parametric Attention

Author:

Zhang Wentao1ORCID,Yan Guochen2ORCID,Shen Yu2ORCID,Ling Yang2ORCID,Tao Yangyu3ORCID,Cui Bin2ORCID,Tang Jian4ORCID

Affiliation:

1. Center for Machine Learning Research, Peking University, Beijing, China

2. School of Computer Science, Peking University, Beijing, China

3. Tencent Inc., Beijing, China

4. Mila - Québec AI Institute & HEC Montréal, Montreal, Canada

Funder

NSFC

Publisher

ACM

Reference50 articles.

1. Deep graph learning for spatially-varying indoor lighting prediction

2. Shaked Brody, Uri Alon, and Eran Yahav. 2022. How Attentive are Graph Attention Networks?. In The Tenth International Conference on Learning Representations, ICLR 2022, Virtual Event, April 25--29, 2022. OpenReview.net. https://openreview.net/forum?id=F72ximsx7C1

3. Shaofeng Cai, Kaiping Zheng, Gang Chen, H. V. Jagadish, Beng Chin Ooi, and Meihui Zhang. 2021. ARM-Net: Adaptive Relation Modeling Network for Structured Data. In SIGMOD '21: International Conference on Management of Data, Virtual Event, China, June 20--25, 2021. 207--220.

4. Jie Chen Tengfei Ma and Cao Xiao. 2018a. FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling. In ICLR.

5. Jianfei Chen, Jun Zhu, and Le Song. 2018b. Stochastic Training of Graph Convolutional Networks with Variance Reduction. In Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stockholmsm"a ssan, Stockholm, Sweden, July 10--15, 2018. 941--949.

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