A graph transformer with optimized attention scores for node classification

Abstract The message-passing paradigm on graphs has significant advantages in modeling local structures, but still faces challenges in capturing global information and complex relationships. Although the Transformer architecture has become a mainstream approach for nonlocal modeling in many domains,...

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Bibliographic Details
Main Authors: Yu Zhang, Xin Li, Yaoqun Xu, Xitong Xu, Zhe Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-15551-2
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