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Image Credit: Arxiv

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification

  • Graph Neural Networks (GNNs) are widely used in graph data mining tasks.
  • Traditional GNNs face limitations in the receptive field during message passing processes.
  • A new model called Tokenphormer utilizes fine-grained token-based representation learning to capture local and structural information.
  • Tokenphormer achieves state-of-the-art performance on node classification tasks.

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