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    A graph transformer with optimized attention scores for node classification by Yu Zhang, Xin Li, Yaoqun Xu, Xitong Xu, Zhe Wang

    Published 2025-08-01
    “…Although the Transformer architecture has become a mainstream approach for nonlocal modeling in many domains, Transformer-based architectures fail to demonstrate competitiveness in popular node-level prediction tasks when compared to mainstream graph neural network (GNN) variants. …”
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