Research advances and challenges on graph foundation model: perspective from graph neural network

Graph foundation model (GFM) represents the extension of foundation model concepts in graph learning. These models were pre-trained on extensive graph data and fine-tuned for various downstream tasks. Unlike current approaches that utilized large language model (LLM) for GFM, the construction of GFM...

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Bibliographic Details
Main Authors: WU Tao, NIE Fazhi, XIAN Xingping, WANG Chao, YUAN Lin, QIAO Shaojie, NIU Weina
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2025-07-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2025114/
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