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Graph Foundation Models: Concepts, Opportunities and Challenges

Jiawei Liu 0006, Cheng Yang 0002, Zhiyuan Lu, Junze Chen, Yibo Li, Mengmei Zhang, Ting Bai, Yuan Fang 0001, Lichao Sun 0001, Philip S. Yu, Chuan Shi 0001. Graph Foundation Models: Concepts, Opportunities and Challenges. IEEE Trans. Pattern Anal. Mach. Intell., 47(6):5023-5044, June 2025. [doi]

Authors

Jiawei Liu 0006

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Cheng Yang 0002

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Zhiyuan Lu

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Junze Chen

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Yibo Li

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Mengmei Zhang

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Ting Bai

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Yuan Fang 0001

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Lichao Sun 0001

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Philip S. Yu

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Chuan Shi 0001

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