Exploring Neural Scaling Law and Data Pruning Methods For Node Classification on Large-scale Graphs

Author:

Wang Zhen1ORCID,Li Yaliang2ORCID,Ding Bolin2ORCID,Li Yule1ORCID,Wei Zhewei3ORCID

Affiliation:

1. Sun Yat-sen University, Guangzhou, China

2. Alibaba Group, Hangzhou, China

3. Renmin University of China, Beijing, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference43 articles.

1. HongYun Cai, Vincent Wenchen Zheng, and Kevin Chen-Chuan Chang. 2017. Active Learning for Graph Embedding. CoRR (2017).

2. Ming Chen Zhewei Wei Bolin Ding Yaliang Li Ye Yuan Xiaoyong Du and Ji-Rong Wen. 2020. Scalable Graph Neural Networks via Bidirectional Propagation. In Advances in Neural Information Processing Systems.

3. Eli Chien, Jianhao Peng, Pan Li, and Olgica Milenkovic. 2021. Adaptive Universal Generalized PageRank Graph Neural Network. In International Conference on Learning Representations.

4. Training Data Subset Search With Ensemble Active Learning

5. Vitaly Feldman and Chiyuan Zhang. 2020. What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation. In Advances in Neural Information Processing Systems.

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