Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs-Reference-Cited by-同舟云学术

Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs

Published:2024-08-24 Issue: Volume:35 Page:4467-4478
ISSN:
Container-title:Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
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Author:

Zhao Huanjing¹^ORCID,Yang Beining²^ORCID,Cen Yukuo³^ORCID,Ren Junyu⁴^ORCID,Zhang Chenhui³^ORCID,Dong Yuxiao¹^ORCID,Kharlamov Evgeny⁵^ORCID,Zhao Shu⁶^ORCID,Tang Jie¹^ORCID

Affiliation:

1. Tsinghua University, Beijing, China

2. University of Edinburgh, Edinburgh, United Kingdom

3. Zhipu AI, Beijing, China

4. Software Engineering, Tsinghua University, Beijing, China

5. Bosch Center for Artifcial Intelligence, Renningen, Germany

6. Anhui University, Hefei, Anhui, China

Funder

Zhipu AI - Anhui University Joint Research Center on Foundation Model and the University Synergy Innovation Program of Anhui Province

CCF-Zhipu AI Large Model Fund

National Key R&D Program of China

Natural Science Foundation of China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3637528.3671952

Reference57 articles.

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2. Cluster-GCN

3. Eli Chien, Wei-Cheng Chang, Cho-Jui Hsieh, Yu Hsiang-Fu, Jiong Zhang, Olgica Milenkovic, and Inderjit S.Dhillon. 2022. Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction. In ICLR'22.

4. Kevin Clark, Minh-Thang Luong, Quoc V Le, and Christopher D Manning. 2020. Electra: Pre-training text encoders as discriminators rather than generators. In ICLR'20.

5. Michaël Defferrard Xavier Bresson and Pierre Vandergheynst. 2016. Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering. In NeurIPS'16. 3837--3845.